In [132]:
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import seaborn as sns
from sklearn.metrics import accuracy_score
from sklearn.preprocessing import LabelEncoder
from sklearn.model_selection import train_test_split
from sklearn.linear_model import LogisticRegression
from sklearn.neighbors import KNeighborsClassifier
from sklearn.tree import DecisionTreeClassifier
from sklearn.tree import plot_tree
from sklearn.model_selection import cross_val_score
from sklearn.ensemble import AdaBoostClassifier
from sklearn.model_selection import GridSearchCV
import xgboost as xgb
from sklearn.metrics import plot_confusion_matrix
from sklearn.metrics import roc_auc_score
from sklearn.metrics import classification_report
from sklearn.metrics import roc_curve
from sklearn import svm
from sklearn.ensemble import RandomForestClassifier
In [133]:
df_asli=pd.read_excel('C:/Users/PREDATOR/PycharmProjects/Study/MIF/Marginal_Sales.xlsx')
df_asli.columns
Out[133]:
Index(['golivedate', 'ApplicationID', 'Agreementno', 'PersonalType', 'Gender',
       'MaritalStatus', 'ResidenceCompanyCity', 'ResidenceCompanyZipCode',
       'HomeCompanyStatus', 'CompanyCity', 'CompanyZipCode', 'Pekerjaan',
       'employmentsinceyear', 'Pendidikan', 'Wayofpayment', 'IsSyariah',
       'ProductType', 'UsedNew', 'GroupProductId', 'PurposeOfFinancingID',
       'applicationsource', 'FirstInstallment', 'Tenor', 'brand',
       'AssetCategory', 'AssetUsage', 'MainCoverage', 'LTV',
       'BICheckingResult', 'BirthDate', 'area_region', 'CustomerType',
       'NTFIDR', 'numofassetunit', 'Pendapatan', 'Bidang_usaha', 'flagImpact',
       'flagImpactHL', 'CreditScoringResult', 'Autoapprovalresult',
       'Creditscore', 'CreditScoreSchemeID', 'isoveride', 'IsVosPay',
       'applicationstep', 'CreditScoringDate', 'ProductOffering',
       'AutoApprovalFailed', 'max_ovd', 'DPPercentage', 'MOB', 'SektorEkonomi',
       'SupplierId', 'SupplierName', 'SupplierAssetStatus',
       'CAMOSObligorExposure', 'InstallmentScheme', 'AssetType',
       'AssetCategoryId', 'FlagMerkPopular', 'AssetCategoryName', 'MadeIn',
       'isKPM', 'Jenis_KPM', 'jmltunggakanpokok', 'jenispinjaman',
       'jmltunggakanhari', 'FlagNegCust', 'dukcapil', 'RepossesDate',
       'ContinueCreditApproval', 'dayoverduemax', 'ever30plus', 'FlagRO',
       'flagbad'],
      dtype='object')
In [134]:
df=df_asli.copy()
In [135]:
pd.set_option('display.max_columns', None)  # or 1000
pd.set_option('display.max_rows', None)  # or 1000
pd.set_option('display.max_colwidth', -1)  # or 199
<ipython-input-135-6dacdb3ef330>:3: FutureWarning: Passing a negative integer is deprecated in version 1.0 and will not be supported in future version. Instead, use None to not limit the column width.
  pd.set_option('display.max_colwidth', -1)  # or 199
In [136]:
df.dtypes
Out[136]:
golivedate                 datetime64[ns]
ApplicationID              object        
Agreementno                int64         
PersonalType               object        
Gender                     object        
MaritalStatus              object        
ResidenceCompanyCity       object        
ResidenceCompanyZipCode    int64         
HomeCompanyStatus          object        
CompanyCity                object        
CompanyZipCode             float64       
Pekerjaan                  object        
employmentsinceyear        int64         
Pendidikan                 object        
Wayofpayment               object        
IsSyariah                  int64         
ProductType                object        
UsedNew                    object        
GroupProductId             object        
PurposeOfFinancingID       object        
applicationsource          object        
FirstInstallment           object        
Tenor                      int64         
brand                      object        
AssetCategory              object        
AssetUsage                 object        
MainCoverage               object        
LTV                        float64       
BICheckingResult           float64       
BirthDate                  datetime64[ns]
area_region                object        
CustomerType               object        
NTFIDR                     float64       
numofassetunit             int64         
Pendapatan                 float64       
Bidang_usaha               object        
flagImpact                 object        
flagImpactHL               int64         
CreditScoringResult        object        
Autoapprovalresult         object        
Creditscore                float64       
CreditScoreSchemeID        object        
isoveride                  object        
IsVosPay                   float64       
applicationstep            object        
CreditScoringDate          datetime64[ns]
ProductOffering            object        
AutoApprovalFailed         object        
max_ovd                    float64       
DPPercentage               float64       
MOB                        int64         
SektorEkonomi              object        
SupplierId                 object        
SupplierName               object        
SupplierAssetStatus        object        
CAMOSObligorExposure       float64       
InstallmentScheme          object        
AssetType                  object        
AssetCategoryId            object        
FlagMerkPopular            int64         
AssetCategoryName          object        
MadeIn                     object        
isKPM                      object        
Jenis_KPM                  object        
jmltunggakanpokok          float64       
jenispinjaman              object        
jmltunggakanhari           int64         
FlagNegCust                object        
dukcapil                   object        
RepossesDate               float64       
ContinueCreditApproval     float64       
dayoverduemax              float64       
ever30plus                 object        
FlagRO                     object        
flagbad                    int64         
dtype: object
In [6]:
df_ts=df.copy()
df_ts['golivedate']=df_ts.golivedate.map(lambda x: x.strftime('%Y-%m'))
timeseries1=df_ts.groupby('golivedate',as_index=False)['flagbad'].count()
sns.lineplot(x='golivedate',y='flagbad',data=timeseries1)
plt.show()
timeseries2=df_ts.groupby('golivedate',as_index=False)['flagbad'].sum()
sns.lineplot(x='golivedate',y='flagbad',data=timeseries2)
plt.show()
timeseries1['bad']=timeseries2['flagbad']
timeseries1['percentagebad']=timeseries1['bad']/timeseries1['flagbad']
sns.lineplot(x='golivedate',y='percentagebad',data=timeseries1)
plt.show()
In [1]:
# This is the pipeline module we need for this from imblearn
from imblearn.pipeline import Pipeline 

# Define which resampling method and which ML model to use in the pipeline
resampling = SMOTE(kind='borderline2')
model = LogisticRegression()

# Define the pipeline, tell it to combine SMOTE with the Logistic Regression model
pipeline = Pipeline([('SMOTE', resampling), ('Logistic Regression', model)])
---------------------------------------------------------------------------
NameError                                 Traceback (most recent call last)
<ipython-input-1-079b5cd6d0cd> in <module>
      3 
      4 # Define which resampling method and which ML model to use in the pipeline
----> 5 resampling = SMOTE(sampling_strategy='minority')
      6 model = LogisticRegression()
      7 

NameError: name 'SMOTE' is not defined
In [ ]:
# Split your data X and y, into a training and a test set and fit the pipeline onto the training data
X_train, X_test, y_train, y_test = train_test_split(X,y,test_size=0.3,random_state=0)

# Fit your pipeline onto your training set and obtain predictions by fitting the model onto the test data 
pipeline.fit(X_train, y_train) 
predicted = pipeline.predict(X_test)

# Obtain the results from the classification report and confusion matrix 
print('Classifcation report:\n', classification_report(y_test, predicted))
conf_mat = confusion_matrix(y_true=y_test, y_pred=predicted)
print('Confusion matrix:\n', conf_mat)
In [ ]:
# Calculate average precision and the PR curve
average_precision = average_precision_score(y_test, predicted)

# Obtain precision and recall 
precision, recall, _ = precision_recall_curve(y_test, predicted)

# Plot the recall precision tradeoff
plot_pr_curve(recall, precision, average_precision)
In [ ]:
#Correct: The ROC curve plots the true positives vs. false positives , for a classifier, as its discrimination threshold is varied. Since, a random method describes a horizontal curve through the unit interval, it has an AUC of 0.5. Minimally, classifiers should perform better than this, and the extent to which they score higher than one another (meaning the area under the ROC curve is larger), they have better expected performance.
In [137]:
print(df.isnull().sum())
golivedate                 0     
ApplicationID              0     
Agreementno                0     
PersonalType               0     
Gender                     0     
MaritalStatus              0     
ResidenceCompanyCity       0     
ResidenceCompanyZipCode    0     
HomeCompanyStatus          12    
CompanyCity                20    
CompanyZipCode             20    
Pekerjaan                  0     
employmentsinceyear        0     
Pendidikan                 0     
Wayofpayment               0     
IsSyariah                  0     
ProductType                0     
UsedNew                    0     
GroupProductId             0     
PurposeOfFinancingID       27    
applicationsource          0     
FirstInstallment           0     
Tenor                      0     
brand                      0     
AssetCategory              2     
AssetUsage                 0     
MainCoverage               38    
LTV                        0     
BICheckingResult           43    
BirthDate                  0     
area_region                0     
CustomerType               0     
NTFIDR                     0     
numofassetunit             0     
Pendapatan                 0     
Bidang_usaha               1     
flagImpact                 0     
flagImpactHL               0     
CreditScoringResult        0     
Autoapprovalresult         70346 
Creditscore                0     
CreditScoreSchemeID        0     
isoveride                  0     
IsVosPay                   152467
applicationstep            0     
CreditScoringDate          2     
ProductOffering            0     
AutoApprovalFailed         55679 
max_ovd                    5679  
DPPercentage               0     
MOB                        0     
SektorEkonomi              5627  
SupplierId                 0     
SupplierName               0     
SupplierAssetStatus        0     
CAMOSObligorExposure       0     
InstallmentScheme          0     
AssetType                  0     
AssetCategoryId            2     
FlagMerkPopular            0     
AssetCategoryName          152459
MadeIn                     12    
isKPM                      0     
Jenis_KPM                  0     
jmltunggakanpokok          0     
jenispinjaman              30875 
jmltunggakanhari           0     
FlagNegCust                0     
dukcapil                   150230
RepossesDate               152467
ContinueCreditApproval     152467
dayoverduemax              550   
ever30plus                 543   
FlagRO                     0     
flagbad                    0     
dtype: int64
In [138]:
df.nunique()
Out[138]:
golivedate                 134616
ApplicationID              152467
Agreementno                152467
PersonalType               3     
Gender                     2     
MaritalStatus              5     
ResidenceCompanyCity       516   
ResidenceCompanyZipCode    6061  
HomeCompanyStatus          5     
CompanyCity                720   
CompanyZipCode             6776  
Pekerjaan                  105   
employmentsinceyear        461   
Pendidikan                 10    
Wayofpayment               3     
IsSyariah                  2     
ProductType                7     
UsedNew                    2     
GroupProductId             7     
PurposeOfFinancingID       2     
applicationsource          4     
FirstInstallment           2     
Tenor                      81    
brand                      70    
AssetCategory              22    
AssetUsage                 2     
MainCoverage               3     
LTV                        7203  
BICheckingResult           8     
BirthDate                  17407 
area_region                5     
CustomerType               1     
NTFIDR                     120033
numofassetunit             2     
Pendapatan                 51618 
Bidang_usaha               81    
flagImpact                 2     
flagImpactHL               2     
CreditScoringResult        2     
Autoapprovalresult         2     
Creditscore                501   
CreditScoreSchemeID        7     
isoveride                  2     
IsVosPay                   0     
applicationstep            2     
CreditScoringDate          152324
ProductOffering            1021  
AutoApprovalFailed         26    
max_ovd                    411   
DPPercentage               100996
MOB                        124   
SektorEkonomi              183   
SupplierId                 2664  
SupplierName               2371  
SupplierAssetStatus        3     
CAMOSObligorExposure       12324 
InstallmentScheme          3     
AssetType                  3     
AssetCategoryId            22    
FlagMerkPopular            2     
AssetCategoryName          2     
MadeIn                     12    
isKPM                      2     
Jenis_KPM                  3     
jmltunggakanpokok          15766 
jenispinjaman              9     
jmltunggakanhari           3214  
FlagNegCust                2     
dukcapil                   3     
RepossesDate               0     
ContinueCreditApproval     0     
dayoverduemax              1631  
ever30plus                 2     
FlagRO                     2     
flagbad                    2     
dtype: int64
In [139]:
df.dropna(subset=['AssetCategory','HomeCompanyStatus', 'Bidang_usaha','CompanyCity','PurposeOfFinancingID','MainCoverage','MadeIn'],inplace=True)
In [140]:
df['Autoapprovalresult'] = df['Autoapprovalresult'].fillna(value = '-')
df['AutoApprovalFailed'] = df['AutoApprovalFailed'].fillna(value = '-')
df['AssetCategoryName'] = df['AssetCategoryName'].fillna(value = '-')
df['jenispinjaman'] = df['jenispinjaman'].fillna(value = '-')
In [141]:
print(df.isnull().sum())
golivedate                 0     
ApplicationID              0     
Agreementno                0     
PersonalType               0     
Gender                     0     
MaritalStatus              0     
ResidenceCompanyCity       0     
ResidenceCompanyZipCode    0     
HomeCompanyStatus          0     
CompanyCity                0     
CompanyZipCode             0     
Pekerjaan                  0     
employmentsinceyear        0     
Pendidikan                 0     
Wayofpayment               0     
IsSyariah                  0     
ProductType                0     
UsedNew                    0     
GroupProductId             0     
PurposeOfFinancingID       0     
applicationsource          0     
FirstInstallment           0     
Tenor                      0     
brand                      0     
AssetCategory              0     
AssetUsage                 0     
MainCoverage               0     
LTV                        0     
BICheckingResult           43    
BirthDate                  0     
area_region                0     
CustomerType               0     
NTFIDR                     0     
numofassetunit             0     
Pendapatan                 0     
Bidang_usaha               0     
flagImpact                 0     
flagImpactHL               0     
CreditScoringResult        0     
Autoapprovalresult         0     
Creditscore                0     
CreditScoreSchemeID        0     
isoveride                  0     
IsVosPay                   152358
applicationstep            0     
CreditScoringDate          2     
ProductOffering            0     
AutoApprovalFailed         0     
max_ovd                    5645  
DPPercentage               0     
MOB                        0     
SektorEkonomi              5593  
SupplierId                 0     
SupplierName               0     
SupplierAssetStatus        0     
CAMOSObligorExposure       0     
InstallmentScheme          0     
AssetType                  0     
AssetCategoryId            0     
FlagMerkPopular            0     
AssetCategoryName          0     
MadeIn                     0     
isKPM                      0     
Jenis_KPM                  0     
jmltunggakanpokok          0     
jenispinjaman              0     
jmltunggakanhari           0     
FlagNegCust                0     
dukcapil                   150125
RepossesDate               152358
ContinueCreditApproval     152358
dayoverduemax              540   
ever30plus                 533   
FlagRO                     0     
flagbad                    0     
dtype: int64
In [142]:
df=df.drop(['golivedate',
'ApplicationID',
'Agreementno',
'ResidenceCompanyZipCode',
'CompanyZipCode',
'employmentsinceyear',
'Tenor',
'brand',
'LTV',
'BICheckingResult',
'BirthDate',
'area_region',
'CustomerType',
'IsVosPay',
'CreditScoringDate',
'max_ovd',
'RepossesDate',
'ContinueCreditApproval',
'dayoverduemax',
'ever30plus',
'applicationstep',
'dukcapil',
'MOB',
'AssetCategoryName'],axis=1)
In [143]:
df.columns
Out[143]:
Index(['PersonalType', 'Gender', 'MaritalStatus', 'ResidenceCompanyCity',
       'HomeCompanyStatus', 'CompanyCity', 'Pekerjaan', 'Pendidikan',
       'Wayofpayment', 'IsSyariah', 'ProductType', 'UsedNew', 'GroupProductId',
       'PurposeOfFinancingID', 'applicationsource', 'FirstInstallment',
       'AssetCategory', 'AssetUsage', 'MainCoverage', 'NTFIDR',
       'numofassetunit', 'Pendapatan', 'Bidang_usaha', 'flagImpact',
       'flagImpactHL', 'CreditScoringResult', 'Autoapprovalresult',
       'Creditscore', 'CreditScoreSchemeID', 'isoveride', 'ProductOffering',
       'AutoApprovalFailed', 'DPPercentage', 'SektorEkonomi', 'SupplierId',
       'SupplierName', 'SupplierAssetStatus', 'CAMOSObligorExposure',
       'InstallmentScheme', 'AssetType', 'AssetCategoryId', 'FlagMerkPopular',
       'MadeIn', 'isKPM', 'Jenis_KPM', 'jmltunggakanpokok', 'jenispinjaman',
       'jmltunggakanhari', 'FlagNegCust', 'FlagRO', 'flagbad'],
      dtype='object')
In [144]:
df.dtypes
Out[144]:
PersonalType            object 
Gender                  object 
MaritalStatus           object 
ResidenceCompanyCity    object 
HomeCompanyStatus       object 
CompanyCity             object 
Pekerjaan               object 
Pendidikan              object 
Wayofpayment            object 
IsSyariah               int64  
ProductType             object 
UsedNew                 object 
GroupProductId          object 
PurposeOfFinancingID    object 
applicationsource       object 
FirstInstallment        object 
AssetCategory           object 
AssetUsage              object 
MainCoverage            object 
NTFIDR                  float64
numofassetunit          int64  
Pendapatan              float64
Bidang_usaha            object 
flagImpact              object 
flagImpactHL            int64  
CreditScoringResult     object 
Autoapprovalresult      object 
Creditscore             float64
CreditScoreSchemeID     object 
isoveride               object 
ProductOffering         object 
AutoApprovalFailed      object 
DPPercentage            float64
SektorEkonomi           object 
SupplierId              object 
SupplierName            object 
SupplierAssetStatus     object 
CAMOSObligorExposure    float64
InstallmentScheme       object 
AssetType               object 
AssetCategoryId         object 
FlagMerkPopular         int64  
MadeIn                  object 
isKPM                   object 
Jenis_KPM               object 
jmltunggakanpokok       float64
jenispinjaman           object 
jmltunggakanhari        int64  
FlagNegCust             object 
FlagRO                  object 
flagbad                 int64  
dtype: object
In [71]:
toSearch = df.loc[:, ['PersonalType', 'Gender', 'MaritalStatus', 'ResidenceCompanyCity',
       'HomeCompanyStatus', 'CompanyCity', 'Pekerjaan', 'Pendidikan',
       'Wayofpayment', 'ProductType', 'UsedNew', 'GroupProductId',
       'PurposeOfFinancingID', 'applicationsource', 'FirstInstallment',
       'AssetCategory', 'AssetUsage', 'MainCoverage',
         'Bidang_usaha', 'flagImpact',
        'CreditScoringResult', 'Autoapprovalresult',
        'CreditScoreSchemeID', 'isoveride', 'ProductOffering',
       'AutoApprovalFailed',  'SektorEkonomi', 'SupplierId',
       'SupplierName', 'SupplierAssetStatus', 
       'InstallmentScheme', 'AssetType', 'AssetCategoryId', 
        'MadeIn', 'isKPM', 'Jenis_KPM',
        'jenispinjaman',  'FlagNegCust',
       'FlagRO']]
toSearch = toSearch.agg(LabelEncoder().fit_transform)
toSearch['IsSyariah']=df['IsSyariah']
toSearch['NTFIDR']=df['NTFIDR']
toSearch['numofassetunit']=df['numofassetunit']
toSearch['Pendapatan']=df['Pendapatan']
toSearch['flagImpactHL']=df['flagImpactHL']
toSearch['Creditscore']=df['Creditscore']
toSearch['DPPercentage']=df['DPPercentage']
toSearch['CAMOSObligorExposure']=df['CAMOSObligorExposure']
toSearch['FlagMerkPopular']=df['FlagMerkPopular']
toSearch['jmltunggakanpokok']=df['jmltunggakanpokok']
toSearch['jmltunggakanhari']=df['jmltunggakanhari']
toSearch['flagbad']=df['flagbad']
In [9]:
plt.subplots(figsize=(100,100))
sns.heatmap(toSearch.corr(), cmap ="YlGnBu", annot=True)
Out[9]:
<AxesSubplot:>
In [11]:
toSearch.corr()['SektorEkonomi'].sort_values()
Out[11]:
FirstInstallment       -0.237651
Autoapprovalresult     -0.183724
isoveride              -0.177105
ProductOffering        -0.157831
AutoApprovalFailed     -0.120208
applicationsource      -0.100213
NTFIDR                 -0.096146
FlagRO                 -0.093283
AssetCategory          -0.090027
AssetCategoryId        -0.089995
DPPercentage           -0.088099
PersonalType           -0.073764
flagImpactHL           -0.072348
flagImpact             -0.072348
UsedNew                -0.066459
IsSyariah              -0.055754
GroupProductId         -0.055298
Pekerjaan              -0.054495
SupplierId             -0.052844
Bidang_usaha           -0.043252
jenispinjaman          -0.043068
Pendapatan             -0.040767
PurposeOfFinancingID   -0.036850
CAMOSObligorExposure   -0.036773
HomeCompanyStatus      -0.035884
AssetUsage             -0.022034
Gender                 -0.015821
jmltunggakanpokok      -0.008613
AssetType              -0.007197
jmltunggakanhari       -0.005317
SupplierAssetStatus    -0.002614
numofassetunit         -0.000303
isKPM                   0.001102
ResidenceCompanyCity    0.001965
CompanyCity             0.002593
Pendidikan              0.004392
Jenis_KPM               0.005224
MaritalStatus           0.007510
SupplierName            0.015735
ProductType             0.018116
CreditScoreSchemeID     0.019481
FlagNegCust             0.024383
FlagMerkPopular         0.038066
InstallmentScheme       0.042880
Wayofpayment            0.061507
MadeIn                  0.076487
MainCoverage            0.076945
flagbad                 0.089780
Creditscore             0.120781
CreditScoringResult     0.199739
SektorEkonomi           1.000000
AssetCategoryName      NaN      
Name: SektorEkonomi, dtype: float64
In [13]:
df['SektorEkonomi'][df['FirstInstallment'] == 'ADDM'].value_counts()
Out[13]:
RUMAH TANGGA UNTUK PEMILIKAN MOBIL RODA EMPAT                                                                                    61276
AKTIVITAS JASA PERORANGAN LAINNYA                                                                                                56170
RUMAH TANGGA UNTUK PEMILIKAN RUMAH TINGGAL S.D. TIPE 21                                                                          850  
AKTIVITAS ORGANISASI KEANGGOTAAN LAINNYA YTDL                                                                                    253  
RUMAH TANGGA UNTUK PEMILIKAN FLAT ATAU APARTEMEN TIPE DIATAS 70                                                                  162  
BUKAN LAPANGAN USAHA LAINNYA                                                                                                     121  
RUMAH TANGGA UNTUK PEMILIKAN RUMAH TOKO (RUKO) ATAU RUMAH KANTOR (RUKAN)                                                         109  
RUMAH TANGGA UNTUK PEMILIKAN KENDARAAN BERMOTOR LAINNYA                                                                          93   
AKTIVITAS BADAN INTERNASIONAL DAN BADAN EKSTRA INTERNASIONAL LAINNYA                                                             69   
RUMAH TANGGA UNTUK PEMILIKAN RUMAH TINGGAL TIPE DIATAS 21 S.D. 70                                                                46   
RUMAH TANGGA UNTUK PEMILIKAN PERALATAN LAINNYA                                                                                   32   
RUMAH TANGGA UNTUK KEPERLUAN MULTIGUNA LAINNYA                                                                                   30   
ADMINISTRASI PEMERINTAHAN DAN KEBIJAKAN EKONOMI DAN SOSIAL                                                                       27   
RUMAH TANGGA UNTUK PEMILIKAN RUMAH TINGGAL TIPE DIATAS 70                                                                        21   
AKTIVITAS RUMAH SAKIT                                                                                                            20   
PENYEDIAAN AKOMODASI LAINNYA                                                                                                     19   
AKTIVITAS PROFESIONAL, ILMIAH DAN TEKNIS LAINNYA                                                                                 17   
INDUSTRI PRODUK MAKANAN LAINNYA                                                                                                  17   
RUMAH TANGGA UNTUK PEMILIKAN FLAT ATAU APARTEMEN TIPE DIATAS 21 S.D. 70                                                          16   
PERDAGANGAN BESAR GULA, COKLAT DAN KEMBANG GULA                                                                                  15   
RUMAH TANGGA UNTUK PEMILIKAN SEPEDA BERMOTOR                                                                                     11   
PENDIDIKAN LAINNYA                                                                                                               11   
PERDAGANGAN MOBIL                                                                                                                11   
KONSTRUKSI GEDUNG LAINNYA                                                                                                        9    
PERDAGANGAN ECERAN KHUSUS BARANG LAINNYA YTDL                                                                                    9    
PETERNAKAN UNGGAS                                                                                                                9    
PERKEBUNAN BUAH KELAPA SAWIT                                                                                                     9    
RESTORAN DAN RUMAH MAKAN                                                                                                         9    
PERDAGANGAN ECERAN YANG UTAMANYA MAKANAN, MINUMAN ATAU TEMBAKAU DI TOKO                                                          9    
HOTEL BINTANG                                                                                                                    8    
PENGGALIAN BATU, PASIR DAN TANAH LIAT                                                                                            8    
INDUSTRI MESIN PENAMBANGAN, PENGGALIAN DAN KONSTRUKSI                                                                            8    
PENDIDIKAN DASAR DAN PENDIDIKAN ANAK USIA DINI                                                                                   8    
PERDAGANGAN BESAR BARANG KEPERLUAN RUMAH TANGGA LAINNYA                                                                          8    
PERDAGANGAN ECERAN KHUSUS BARANG DAN BAHAN BANGUNAN, CAT DAN KACA DI TOKO                                                        7    
PENDIDIKAN MENENGAH                                                                                                              7    
INDUSTRI SUKU CADANG DAN AKSESORI KENDARAAN BERMOTOR RODA EMPAT ATAU LEBIH                                                       7    
INDUSTRI PENGOLAHAN LAINNYA                                                                                                      6    
PERDAGANGAN ECERAN KHUSUS MAKANAN, MINUMAN DAN TEMBAKAU LAINNYA DI TOKO                                                          6    
AKTIVITAS POS DAN KURIR                                                                                                          6    
AKTIVITAS PENYEWAAN DAN SEWA GUNA USAHA TANPA HAK OPSI ALAT TRANSPORTASI DARAT BUKAN KENDARAAN BERMOTOR RODA EMPAT ATAU LEBIH    6    
PENYEDIAAN MAKANAN DAN MINUMAN LAINNYA                                                                                           5    
PERTANIAN PADI                                                                                                                   5    
RUMAH TANGGA UNTUK PEMILIKAN TRUK DAN KENDARAAN BERMOTOR RODA ENAM ATAU LEBIH                                                    5    
RUMAH TANGGA UNTUK PEMILIKAN FLAT ATAU APARTEMEN S.D. TIPE 21                                                                    5    
PETERNAKAN LAINNYA                                                                                                               5    
AKTIVITAS HUKUM DAN AKUNTANSI                                                                                                    5    
PERDAGANGAN BESAR PRODUK LAINNYA YTDL                                                                                            5    
INDUSTRI FURNITUR                                                                                                                4    
RUMAH TANGGA UNTUK PEMILIKAN TELEVISI, RADIO, DAN ALAT ELEKTRONIK                                                                4    
PERDAGANGAN BESAR TEKSTIL, PAKAIAN DAN ALAS KAKI LAINNYA                                                                         4    
INDUSTRI KERTAS DAN PAPAN KERTAS BERGELOMBANG DAN WADAH DARI KERTAS DAN PAPAN KERTAS                                             4    
PENANGKAPAN BIOTA AIR LAINNYA DI LAUT                                                                                            4    
INDUSTRI SEPEDA MOTOR RODA DUA DAN TIGA                                                                                          4    
INDUSTRI PERALATAN PENGONTROL DAN PENDISTRIBUSIAN LISTRIK                                                                        4    
AKTIVITAS PELAYANAN KESEHATAN MANUSIA LAINNYA                                                                                    4    
PERTAMBANGAN BATU BARA DAN LIGNIT                                                                                                4    
PERDAGANGAN BESAR BAHAN KONSTRUKSI LAINNYA                                                                                       4    
PERDAGANGAN ECERAN KHUSUS BAHAN KIMIA, BARANG FARMASI, ALAT KEDOKTERAN, PARFUM DAN KOSMETIK DI TOKO                              4    
INDUSTRI BARANG KIMIA LAINNYA YTDL                                                                                               4    
PERDAGANGAN ECERAN KHUSUS PAKAIAN, ALAS KAKI DAN BARANG DARI KULIT DI TOKO                                                       4    
AKTIVITAS JASA KEUANGAN LAINNYA YTDL, BUKAN ASURANSI DAN DANA PENSIUN                                                            3    
INDUSTRI PERALATAN FOTOGRAFI DAN INSTRUMEN OPTIK BUKAN KACA MATA                                                                 3    
INDUSTRI BARANG LOGAM SIAP PASANG UNTUK BANGUNAN, TANGKI, TANDON AIR DAN GENERATOR UAP                                           3    
INDUSTRI PUPUK DAN BAHAN SENYAWA NITROGEN                                                                                        3    
PERDAGANGAN KAYU                                                                                                                 3    
PERDAGANGAN ECERAN KHUSUS BAHAN BAKAR KENDARAAN BERMOTOR                                                                         3    
RUMAH TANGGA UNTUK PEMILIKAN FURNITUR DAN PERALATAN RUMAH TANGGA                                                                 3    
INDUSTRI KAROSERI KENDARAAN BERMOTOR RODA EMPAT ATAU LEBIH DAN INDUSTRI TRAILER DAN SEMI TRAILER                                 3    
INDUSTRI KABEL DAN PERLENGKAPANNYA                                                                                               2    
INDUSTRI MESIN KEPERLUAN KHUSUS LAINNYA                                                                                          2    
INDUSTRI BARANG DARI PLASTIK                                                                                                     2    
PERDAGANGAN SUKU CADANG DAN AKSESORI MOBIL                                                                                       2    
AKTIVITAS SOSIAL                                                                                                                 2    
PERDAGANGAN ECERAN KHUSUS TEKSTIL DI TOKO                                                                                        2    
AKTIVITAS PRODUKSI GAMBAR BERGERAK, VIDEO DAN PROGRAM TELEVISI                                                                   2    
INDUSTRI KOMPUTER DAN PERLENGKAPANNYA                                                                                            2    
INDUSTRI BARANG LAINNYA DARI KAYU; INDUSTRI BARANG DARI GABUS DAN BARANG ANYAMAN DARI JERAMI, ROTAN, BAMBU DAN SEJENISNYA        2    
INSTALASI SISTEM KELISTRIKAN, AIR (PIPA) DAN INSTALASI KONSTRUKSI LAINNYA                                                        2    
PERTANIAN JAGUNG                                                                                                                 2    
PENGADAAN DAN DISTRIBUSI GAS ALAM DAN BUATAN                                                                                     2    
PERDAGANGAN BESAR BAHAN BAKAR PADAT, CAIR DAN GAS DAN PRODUK YBDI                                                                2    
PENYIAPAN TANAH PEMUKIMAN TRANSMIGRASI (PTPT)                                                                                    2    
INDUSTRI PRODUK ROTI DAN KUE                                                                                                     2    
AKTIVITAS PENUNJANG JASA KEUANGAN LAINNYA                                                                                        2    
INDUSTRI PENGECORAN BESI DAN BAJA                                                                                                2    
INDUSTRI BUBUR KERTAS, KERTAS DAN PAPAN KERTAS                                                                                   2    
PERDAGANGAN SUKU CADANG SEPEDA MOTOR DAN AKSESORINYA                                                                             2    
INDUSTRI PENGGILINGAN SERELIA DAN BIJI-BIJIAN LAINNYA (BUKAN BERAS DAN JAGUNG)                                                   2    
ANGKUTAN LAUT DALAM NEGERI UNTUK PENUMPANG                                                                                       2    
INDUSTRI ROKOK DAN PRODUK TEMBAKAU LAINNYA                                                                                       2    
INDUSTRI PAKAIAN JADI DAN PERLENGKAPANNYA, BUKAN PAKAIAN JADI DARI KULIT BERBULU                                                 2    
INDUSTRI SEMEN, KAPUR DAN GIPS                                                                                                   2    
AKTIVITAS PENUNJANG ANGKUTAN                                                                                                     2    
ASURANSI, REASURANSI DAN DANA PENSIUN, BUKAN JAMINAN SOSIAL WAJIB                                                                2    
PERANTARA MONETER                                                                                                                2    
PERTAMBANGAN DAN PENGGALIAN LAINNYA YTDL                                                                                         2    
KONSTRUKSI BANGUNAN SIPIL LAINNYA YTDL                                                                                           2    
PENDIDIKAN TINGGI                                                                                                                2    
AKTIVITAS KANTOR BERITA                                                                                                          2    
INDUSTRI KENDARAAN BERMOTOR RODA EMPAT ATAU LEBIH                                                                                2    
PERDAGANGAN ECERAN KAKI LIMA DAN LOS PASAR MAKANAN, MINUMAN DAN PRODUK TEMBAKAU HASIL INDUSTRI PENGOLAHAN                        2    
REAL ESTATE PERUMAHAN SEDERHANA PERUMNAS TIPE 22 S.D. 70                                                                         2    
INDUSTRI TEKSTIL LAINNYA                                                                                                         2    
INDUSTRI PERALATAN IRADIASI, ELEKTROMEDIKAL DAN ELEKTROTERAPI                                                                    2    
INDUSTRI KAYU LAPIS, VENEER DAN SEJENISNYA                                                                                       2    
PERDAGANGAN ECERAN BERBAGAI MACAM BARANG YANG DIDOMINASI OLEH BARANG BUKAN MAKANAN DAN TEMBAKAU DI TOKO                          2    
PERDAGANGAN ECERAN KHUSUS KOMODITI MAKANAN DARI HASIL PERTANIAN DI TOKO                                                          2    
AKTIVITAS KONSULTASI KOMPUTER DAN MANAJEMEN FASILITAS KOMPUTER                                                                   2    
ANGKUTAN LAUT LUAR NEGERI UNTUK PENUMPANG                                                                                        1    
PERDAGANGAN KARET                                                                                                                1    
INDUSTRI BAHAN BAKAR DAN MINYAK PELUMAS HASIL PENGILANGAN MINYAK BUMI                                                            1    
AKTIVITAS PENUNJANG PERTAMBANGAN MINYAK BUMI DAN GAS ALAM                                                                        1    
RUMAH TANGGA UNTUK KEPERLUAN MULTIGUNA BERAGUNAN RUMAH TINGGAL TIPE DIATAS 70                                                    1    
EKSTRAKSI GARAM                                                                                                                  1    
PERTANIAN TANAMAN SEMUSIM LAINNYA YTDL                                                                                           1    
PERKEBUNAN TANAMAN OBAT/BAHAN FARMASI                                                                                            1    
INDUSTRI MINUMAN                                                                                                                 1    
RUMAH TANGGA UNTUK KEPERLUAN MULTIGUNA BERAGUNAN RUKO/RUKAN                                                                      1    
PERPUSTAKAAN DAN ARSIP                                                                                                           1    
PERKEBUNAN KARET DAN TANAMAN PENGHASIL GETAH LAINNYA                                                                             1    
AKTIVITAS PENYEWAAN DAN SEWA GUNA USAHA TANPA HAK OPSI MESIN KANTOR DAN PERALATANNYA                                             1    
INDUSTRI PENGOLAHAN DAN PENGAWETAN LAINNYA BUAH-BUAHAN DAN SAYURAN                                                               1    
INDUSTRI KOPRA, TEPUNG DAN PELET KELAPA                                                                                          1    
INDUSTRI MESIN TEKSTIL, PAKAIAN JADI DAN PRODUK KULIT                                                                            1    
PERDAGANGAN BESAR BERAS                                                                                                          1    
INDUSTRI PENGOLAHAN DAN PENGAWETAN IKAN DAN BIOTA AIR                                                                            1    
PENGELOLAAN AIR                                                                                                                  1    
PERTANIAN SAYURAN, BUAH DAN ANEKA UMBI LAINNYA                                                                                   1    
KONSTRUKSI PERUMAHAN SEDERHANA BANK TABUNGAN NEGARA                                                                              1    
AKTIVITAS PENYEWAAN DAN SEWA GUNA USAHA TANPA HAK OPSI MESIN DAN PERALATAN KONSTRUKSI DAN TEKNIK SIPIL                           1    
PERTANIAN TANAMAN HIAS                                                                                                           1    
REAL ESTATE GEDUNG RUMAH TOKO (RUKO) ATAU RUMAH KANTOR (RUKAN)                                                                   1    
PERTANIAN TANAMAN UNTUK BAHAN MINUMAN LAINNYA                                                                                    1    
AKTIVITAS PENGOLAHAN DATA                                                                                                        1    
PERTAMBANGAN PASIR BESI DAN BIJIH BESI                                                                                           1    
PERDAGANGAN BESAR ATAS DASAR BALAS JASA (fee) ATAU KONTRAK                                                                       1    
KONSTRUKSI JALAN RAYA SELAIN TOL                                                                                                 1    
PERDAGANGAN BESAR HASIL PERIKANAN                                                                                                1    
JASA NILAI TAMBAH TELEPONI DAN JASA MULTIMEDIA                                                                                   1    
ANGKUTAN UDARA BERJADWAL UNTUK PENUMPANG                                                                                         1    
PERDAGANGAN ECERAN MELALUI PEMESANAN POS ATAU INTERNET                                                                           1    
PENANGKAPAN IKAN LAINNYA                                                                                                         1    
INDUSTRI PEMBUATAN KAPAL DAN PERAHU                                                                                              1    
REAL ESTATE LAINNYA                                                                                                              1    
INDUSTRI PENGOLAHAN TEMBAKAU LAINNYA                                                                                             1    
PERDAGANGAN BESAR BAHAN MAKANAN DAN MINUMAN HASIL PERTANIAN LAINNYA                                                              1    
RUMAH TANGGA UNTUK KEPERLUAN YANG TIDAK DIKLASIFIKASIKAN DI TEMPAT LAIN                                                          1    
INDUSTRI PERALATAN RUMAH TANGGA                                                                                                  1    
AKTIVITAS PENUNJANG ASURANSI DAN DANA PENSIUN                                                                                    1    
PERDAGANGAN ECERAN KHUSUS BARANG BUDAYA DAN REKREASI DI TOKO KHUSUS                                                              1    
PERTAMBANGAN MINERAL, BAHAN KIMIA DAN BAHAN PUPUK                                                                                1    
INDUSTRI LOGAM DASAR BESI DAN BAJA                                                                                               1    
AKTIVITAS TELEKOMUNIKASI LAINNYA YTDL                                                                                            1    
INDUSTRI MINYAK MENTAH DAN LEMAK NABATI DAN HEWANI LAINNYA                                                                       1    
INDUSTRI TEMPE DAN TAHU KEDELAI                                                                                                  1    
AKTIVITAS PENYEWAAN DAN SEWA GUNA USAHA TANPA HAK OPSI BARANG PRIBADI DAN RUMAH TANGGA                                           1    
REAL ESTAT ATAS DASAR BALAS JASA (fee) ATAU KONTRAK                                                                              1    
RUMAH TANGGA UNTUK PEMILIKAN KOMPUTER DAN ALAT KOMUNIKASI                                                                        1    
PERDAGANGAN BESAR HASIL PERTANIAN DAN HEWAN HIDUP LAINNYA                                                                        1    
KONSTRUKSI BANGUNAN ELEKTRIKAL DAN KOMUNIKASI LAINNYA                                                                            1    
INDUSTRI PERALATAN KOMUNIKASI                                                                                                    1    
PERDAGANGAN BESAR ALAT LABORATORIUM, FARMASI DAN KEDOKTERAN                                                                      1    
SEWA GUNA USAHA DENGAN HAK OPSI                                                                                                  1    
INDUSTRI BATU BATERAI DAN AKUMULATOR LISTRIK                                                                                     1    
INDUSTRI PENGOLAHAN SUSU, PRODUK DARI SUSU DAN ES KRIM                                                                           1    
PERDAGANGAN BESAR PUPUK DAN PRODUK AGROKIMIA                                                                                     1    
ANGKUTAN PENYEBERANGAN UNTUK PENUMPANG                                                                                           1    
PERDAGANGAN ECERAN KAKI LIMA DAN LOS PASAR TEKSTIL, PAKAIAN DAN ALAS KAKI                                                        1    
INDUSTRI FARMASI, PRODUK OBAT KIMIA DAN OBAT TRADISIONAL                                                                         1    
PENYIAPAN LAHAN LAINNYA DAN PEMBONGKARAN                                                                                         1    
PERDAGANGAN BIJI KELAPA SAWIT                                                                                                    1    
PERTANIAN BUAH JERUK                                                                                                             1    
AKTIVITAS TELEKOMUNIKASI DENGAN KABEL, TANPA KABEL DAN SATELIT                                                                   1    
KONSTRUKSI JALAN TOL                                                                                                             1    
INDUSTRI ALAT UKUR WAKTU                                                                                                         1    
KONSTRUKSI GEDUNG PERBELANJAAN PASAR INPRES                                                                                      1    
PENELITIAN DAN PENGEMBANGAN ILMU PENGETAHUAN SOSIAL DAN HUMANIORA                                                                1    
PERDAGANGAN ECERAN BARANG KERAJINAN DAN LUKISAN DI TOKO                                                                          1    
PERTAMBANGAN MINYAK BUMI DAN GAS ALAM                                                                                            1    
RUMAH TANGGA UNTUK KEPERLUAN MULTIGUNA BERAGUNAN APARTEMEN TIPE 22 S.D 70                                                        1    
Name: SektorEkonomi, dtype: int64
In [14]:
df['SektorEkonomi'][df['FirstInstallment'] == 'ADDB'].value_counts()
Out[14]:
RUMAH TANGGA UNTUK PEMILIKAN MOBIL RODA EMPAT                                     22994
AKTIVITAS JASA PERORANGAN LAINNYA                                                 3893 
RUMAH TANGGA UNTUK PEMILIKAN RUMAH TINGGAL S.D. TIPE 21                           45   
AKTIVITAS ORGANISASI KEANGGOTAAN LAINNYA YTDL                                     14   
RUMAH TANGGA UNTUK PEMILIKAN FLAT ATAU APARTEMEN TIPE DIATAS 70                   3    
AKTIVITAS BADAN INTERNASIONAL DAN BADAN EKSTRA INTERNASIONAL LAINNYA              3    
ADMINISTRASI PEMERINTAHAN DAN KEBIJAKAN EKONOMI DAN SOSIAL                        2    
PERANTARA MONETER                                                                 1    
PERKEBUNAN TEBU                                                                   1    
RUMAH TANGGA UNTUK PEMILIKAN FLAT ATAU APARTEMEN S.D. TIPE 21                     1    
RUMAH TANGGA UNTUK PEMILIKAN SEPEDA BERMOTOR                                      1    
KONSTRUKSI GEDUNG LAINNYA                                                         1    
PERTAMBANGAN BATU BARA DAN LIGNIT                                                 1    
AKTIVITAS PENYEWAAN DAN SEWA GUNA USAHA TANPA HAK OPSI ALAT TRANSPORTASI UDARA    1    
PENDIDIKAN TINGGI                                                                 1    
RUMAH TANGGA UNTUK PEMILIKAN KENDARAAN BERMOTOR LAINNYA                           1    
AKTIVITAS PELAYANAN KESEHATAN MANUSIA LAINNYA                                     1    
INDUSTRI PEMBUATAN KAPAL DAN PERAHU                                               1    
PERDAGANGAN MOBIL                                                                 1    
RUMAH TANGGA UNTUK PEMILIKAN RUMAH TINGGAL TIPE DIATAS 21 S.D. 70                 1    
Name: SektorEkonomi, dtype: int64
In [145]:
df['SektorEkonomi'] = df['SektorEkonomi'].fillna(value = 'RUMAH TANGGA UNTUK PEMILIKAN MOBIL RODA EMPAT')
In [ ]:
#sns.pairplot(toSearch,hue="flagbad")
In [32]:
df.dtypes
Out[32]:
PersonalType            object 
Gender                  object 
MaritalStatus           object 
ResidenceCompanyCity    object 
HomeCompanyStatus       object 
CompanyCity             object 
Pekerjaan               object 
Pendidikan              object 
Wayofpayment            object 
IsSyariah               int64  
ProductType             object 
UsedNew                 object 
GroupProductId          object 
PurposeOfFinancingID    object 
applicationsource       object 
FirstInstallment        object 
AssetCategory           object 
AssetUsage              object 
MainCoverage            object 
NTFIDR                  float64
numofassetunit          int64  
Pendapatan              float64
Bidang_usaha            object 
flagImpact              object 
flagImpactHL            int64  
CreditScoringResult     object 
Autoapprovalresult      object 
Creditscore             float64
CreditScoreSchemeID     object 
isoveride               object 
ProductOffering         object 
AutoApprovalFailed      object 
DPPercentage            float64
SektorEkonomi           object 
SupplierId              object 
SupplierName            object 
SupplierAssetStatus     object 
CAMOSObligorExposure    float64
InstallmentScheme       object 
AssetType               object 
AssetCategoryId         object 
FlagMerkPopular         int64  
AssetCategoryName       object 
MadeIn                  object 
isKPM                   object 
Jenis_KPM               object 
jmltunggakanpokok       float64
jenispinjaman           object 
jmltunggakanhari        int64  
FlagNegCust             object 
FlagRO                  object 
flagbad                 int64  
dtype: object
In [29]:
(df['flagbad'].value_counts(normalize=True).round(4)*100).plot.bar()
plt.rcParams["figure.figsize"] = [10,4]
In [31]:
print(df.PersonalType.value_counts(dropna = False))
plt.subplot(1,2,1)
df.PersonalType.value_counts(dropna= False).plot.bar()
plt.xlabel('PersonalType')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.PersonalType.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('PersonalType')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.PersonalType.unique())
Employee        81274
Entrepreneur    68188
Professional    2896 
Name: PersonalType, dtype: int64
['Entrepreneur' 'Employee' 'Professional']
In [33]:
print(df.Gender.value_counts(dropna = False))
plt.subplot(1,2,1)
df.Gender.value_counts(dropna= False).plot.bar()
plt.xlabel('Gender')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.Gender.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('Gender')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.Gender.unique())
Male      106140
Female    46218 
Name: Gender, dtype: int64
['Male' 'Female']
In [34]:
print(df.MaritalStatus.value_counts(dropna = False))
plt.subplot(1,2,1)
df.MaritalStatus.value_counts(dropna= False).plot.bar()
plt.xlabel('MaritalStatus')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.MaritalStatus.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('MaritalStatus')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.MaritalStatus.unique())
Married       129066
Single        15516 
Divorce       4399  
Widow         3375  
Conversion    2     
Name: MaritalStatus, dtype: int64
['Married' 'Single' 'Widow' 'Divorce' 'Conversion']
In [36]:
print(df.ResidenceCompanyCity.value_counts(dropna = False))
plt.subplot(1,2,1)
df.ResidenceCompanyCity.value_counts(dropna= False).plot.bar()
plt.xlabel('ResidenceCompanyCity')
plt.ylabel('Amount')
plt.subplot(1,2,2)
prob=df['ResidenceCompanyCity'].value_counts(normalize=True, dropna= False).round(4) * 100
threshold=0.1
mask=prob>threshold
tail_prob=prob.loc[~mask].sum()
prob=prob.loc[mask]
prob['OTHER']=tail_prob
prob.plot.bar()
plt.xlabel('ResidenceCompanyCity')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.ResidenceCompanyCity.unique())
TANGERANG                      11730
BANDUNG                        9545 
BEKASI                         9171 
JAKARTA BARAT                  7789 
SURABAYA                       7501 
JAKARTA UTARA                  6160 
JAKARTA TIMUR                  5170 
MEDAN                          5136 
BOGOR                          4987 
PALEMBANG                      4356 
JAKARTA SELATAN                4305 
DEPOK                          3553 
MAKASSAR                       3306 
SIDOARJO                       3064 
PEKANBARU                      2756 
SEMARANG                       2386 
DENPASAR                       2325 
JAKARTA PUSAT                  2044 
CIREBON                        1741 
BATAM                          1723 
KARAWANG                       1648 
PADANG                         1538 
JAMBI                          1300 
BADUNG                         1278 
DELI SERDANG                   1238 
SAMARINDA                      1221 
BALIKPAPAN                     1165 
BANDAR LAMPUNG                 1151 
MANADO                         1128 
MALANG                         1080 
TANGERANG SELATAN              1050 
SLEMAN                         982  
CIMAHI                         974  
BANJARMASIN                    718  
SERANG                         707  
PANGKAL PINANG                 682  
INDRAMAYU                      661  
BANDA ACEH                     638  
GRESIK                         637  
KAMPAR                         629  
GOWA                           603  
GORONTALO                      543  
SUBANG                         504  
BANTUL                         490  
PALANGKARAYA                   466  
JEMBER                         466  
GIANYAR                        455  
BANYUWANGI                     450  
GARUT                          447  
KUNINGAN                       444  
MOJOKERTO                      414  
MATARAM                        414  
BANJARBARU                     413  
SUKOHARJO                      407  
MAJALENGKA                     393  
BANGKA                         378  
ACEH BESAR                     373  
BANJAR                         370  
PURWAKARTA                     366  
BENGKALIS                      358  
BANDUNG BARAT                  357  
KUTAI KARTANEGARA              347  
SURAKARTA                      342  
SUMEDANG                       336  
PONTIANAK                      335  
YOGYAKARTA                     325  
PELALAWAN                      321  
BANDARLAMPUNG                  317  
SUKABUMI                       313  
PASURUAN                       311  
MUSI BANYUASIN                 307  
DEMAK                          305  
KLATEN                         296  
MINAHASA                       295  
KEDIRI                         293  
SIAK                           293  
LOMBOK TENGAH                  277  
ROKAN HULU                     275  
TABANAN                        266  
CILEGON                        265  
KARANGANYAR                    252  
NUSA TENGGARA BARAT            248  
DUMAI                          245  
LAMPUNG SELATAN                244  
KENDAL                         235  
MAROS                          225  
PRABUMULIH                     224  
BANYUMAS                       217  
PESISIR SELATAN                215  
BANGKA TENGAH                  215  
BULELENG                       214  
MINAHASA UTARA                 210  
CIANJUR                        208  
LOMBOK BARAT                   200  
BANYUASIN                      196  
JOMBANG                        191  
TANAH BUMBU                    189  
MAGELANG                       188  
BANGKA BARAT                   186  
MUARO JAMBI                    185  
BINJAI                         185  
JEPARA                         180  
PASAMAN BARAT                  173  
LAMONGAN                       172  
BLITAR                         164  
BANGKA SELATAN                 159  
PANDEGLANG                     158  
SRAGEN                         155  
BOYOLALI                       154  
LAMPUNG TENGAH                 153  
BITUNG                         151  
LANGKAT                        142  
KOTA BEKASI                    137  
SINGARAJA                      135  
CILACAP                        133  
TULUNGAGUNG                    133  
SOLOK                          128  
PIDIE                          127  
OGAN ILIR                      126  
GROBOGAN                       126  
TAKALAR                        125  
PROBOLINGGO                    124  
PALU                           123  
LEBAK                          123  
KUDUS                          123  
BREBES                         119  
INDRAGIRI HULU                 118  
OGAN KOMERING ILIR             116  
LOMBOK TIMUR                   116  
PADANG PARIAMAN                116  
LEMATANG ILIR OGAN TENGAH      114  
PANGKAJENE KEPULAUAN           113  
PATI                           113  
KARANGASEM                     112  
SITUBONDO                      111  
KUANTAN SINGINGI               109  
TASIKMALAYA                    108  
METRO                          108  
TANAH LAUT                     107  
TEGAL                          106  
TOMOHON                        105  
LUMAJANG                       104  
KAPUAS                         102  
CIBINONG                       101  
LUBUK LINGGAU                  99   
KOTA TANGERANG                 97   
BANGLI                         96   
BATANG HARI                    95   
ROKAN HILIR                    94   
JEMBRANA                       91   
MUSI RAWAS                     91   
MINAHASA SELATAN               88   
DHARMASRAYA                    83   
BONEBOLANGO                    83   
BANTEN                         83   
PURWOREJO                      82   
BIREUEN                        81   
LAMPUNG TIMUR                  81   
NGANJUK                        81   
AGAM                           80   
BARITO KUALA                   80   
PEKALONGAN                     78   
WONOGIRI                       78   
LOMBOK UTARA                   78   
KULON PROGO                    78   
KOTA BANDUNG                   77   
SERDANG BEDAGAI                76   
BONDOWOSO                      76   
KUBU RAYA                      75   
ACEH BARAT                     75   
TAPIN                          75   
TANAH DATAR                    74   
TANJUNG JABUNG BARAT           73   
TUBAN                          71   
KEPULAUAN SANGIHE              71   
KEBUMEN                        70   
ACEH UTARA                     69   
TEMANGGUNG                     69   
SALATIGA                       68   
KAB BANDUNG                    67   
KARO                           67   
BOJONEGORO                     67   
MINAHASA TENGGARA              64   
BONE                           61   
TEBING TINGGI                  60   
BANGKALAN                      59   
PARIAMAN                       59   
MUARA ENIM                     58   
KOTAWARINGIN TIMUR             58   
KLUNGKUNG                      58   
BARRU                          57   
TABALONG                       57   
PAYAKUMBUH                     56   
ACEH TIMUR                     56   
KOTA BATAM                     56   
GUNUNG KIDUL                   55   
GORONTALO UTARA                53   
PRINGSEWU                      53   
JENEPONTO                      52   
KOTA DUMAI                     52   
KOTA JAMBI                     52   
MARTAPURA                      51   
BONTANG                        51   
BULUKUMBA                      51   
BALI                           51   
BUKITTINGGI                    50   
NTB                            49   
MAMUJU                         49   
SIJUNJUNG                      48   
SAROLANGUN                     48   
TANGGAMUS                      48   
KATINGAN                       48   
BANJARNEGARA                   48   
BANAJRBARU                     47   
SAWAH LUNTO                    46   
BEKASI BARAT                   46   
MADIUN                         46   
PASER                          45   
SIDENRENG RAPPANG              45   
WONOSOBO                       45   
PIDIE JAYA                     45   
LHOKSEUMAWE                    45   
BATU                           45   
KAB BOGOR                      42   
LAMPUNG UTARA                  42   
TENGGARONG                     41   
BLORA                          41   
PULANG PISAU                   41   
KAB SIAK                       40   
OGAN KOMERING ULU TIMUR        40   
TANJUNG JABUNG TIMUR           40   
KOTA PONTIANAK                 37   
PURBALINGGA                    37   
KOTABARU                       37   
NAGAN RAYA                     37   
PESAWARAN                      36   
PINRANG                        36   
LIMA PULUH KOTO                36   
TRENGGALEK                     35   
ACEH JAYA                      35   
GUNUNG MAS                     34   
PONOROGO                       34   
PALOPO                         34   
CIAMIS                         34   
PEMATANG SIANTAR               33   
KABUPATEN SEMARANG             33   
SAWAH LUNTO SIJUNJUNG          32   
PASAMAN                        32   
OGAN KOMERING ULU              32   
PAMEKASAN                      32   
SOLOK SELATAN                  31   
TULANG BAWANG                  31   
BATANG                         31   
KUTAI TIMUR                    31   
PENAJAM PASER UTARA            30   
PADANG PANJANG                 30   
SAMPANG                        30   
SEMARAPURA                     29   
BOALEMO                        29   
LAMPUNG                        28   
HULU SUNGAI SELATAN            27   
KOTAMOBAGU                     27   
HULU SUNGAI TENGAH             27   
PEMALANG                       26   
PANGKALPINANG                  26   
LANGSA                         26   
KOTA MEDAN                     24   
MERANGIN                       24   
POHUWATO                       24   
BANJARMAIN                     24   
BANTAENG                       24   
PAREPARE                       23   
KAB TANGERANG                  23   
AMLAPURA                       23   
SOPPENG                        23   
NGAWI                          22   
MAGETAN                        22   
KOTA BANDAR LAMPUNG            22   
HULU SUNGAI UTARA              22   
REMBANG                        22   
ASAHAN                         21   
MARABAHAN                      21   
ACEH TENGAH                    21   
ACEH SELATAN                   21   
SINJAI                         20   
SINGKAWANG                     19   
KOTA METRO                     19   
ACEH BARAT DAYA                19   
BARITO SELATAN                 19   
PACITAN                        19   
LAHAT                          18   
WAJO                           17   
WAY KANAN                      17   
ACEH TAMIANG                   17   
KABUPATEN BANDUNG              17   
KOTA DEPOK                     17   
LUWU                           16   
POLEWALI MANDAR                16   
LUWU TIMUR                     16   
KUPANG                         16   
BALANGAN                       16   
BOLAANG MONGONDOW UTARA        15   
KETAPANG                       15   
MUARA BADAK                    15   
TARAKAN                        14   
TANJUNG BALAI                  14   
PELAIHARI                      14   
LABUHAN BATU                   14   
SERUYAN                        14   
BUNGO                          14   
LUWU UTARA                     13   
PARE PARE                      13   
KOTA MAGELANG                  13   
SEBULU                         13   
LOA JANAN                      12   
KOTA BANGUN                    12   
KENDARI                        11   
BENER MERIAH                   11   
KOTA BANJARMASIN               11   
INDRAGIRI HILIR                11   
BOLAANG MONGONDOW              11   
SIMALUNGUN                     11   
PEISISR SELATAN                10   
TEBO                           10   
SOLO                           10   
KAB SUMEDANG                   10   
KOTA BARU                      10   
JAYAPURA                       10   
BOLAANG MONGONDOW SELATAN      10   
BOLAANG MONGONDOW TIMUR        10   
TOLI TOLI                      10   
KUTAI  KARTANEGARA             9    
RANTAU                         9    
LIMA PULUH KOTA                9    
UNGARAN                        9    
PARIGI MOUTONG                 9    
KEMILING                       8    
PANGKEP                        8    
KUALA KAPUAS                   8    
KOTAWARINGIN BARAT             8    
PONTIANAK KOTA                 8    
BARITO TIMUR                   8    
BELU                           8    
KAB DELI SERDANG               8    
SIGI                           8    
SEKAYU                         7    
GAYO LUES                      7    
BENGKAYANG                     7    
KAB SIJUNJUNG                  7    
ENREKANG                       7    
CIKARANG                       7    
BANDA  ACEH                    7    
TORAJA UTARA                   7    
SORONG                         7    
KEPULAUAN RIAU                 7    
MOROWALI                       7    
KOLAKA                         7    
NEGARA                         7    
BANJAR BARU                    6    
LAMPUNG BARAT                  6    
KOTA LUBUKLINGGAU              6    
KAB SEMARANG                   6    
OGAN KOMERING ULU SELATAN      6    
SUMENEP                        6    
SANGGAU                        6    
BONE BOLANGO                   6    
MAMUJU UTARA                   6    
KOTA BINJAI                    6    
KABUPATEN MUSI BANYUASIN       6    
NUSA DUA                       5    
TANJUNG ENIM                   5    
OKU TIMUR                      5    
KABUPATEN BENGKALIS            5    
SANGATA                        5    
NUSA TENGGARA TIMUR            5    
TANJUNG JABUNG                 5    
BANGKA BELITUNG                5    
KULONPROGO                     5    
BATU BARA                      5    
KABUPATEN TANGERANG            5    
REJANG LEBONG                  5    
CILEGON BANTEN                 5    
BENGKULU                       5    
DONGGALA                       5    
TANA TORAJA                    5    
BINTAN                         5    
MAJENE                         5    
KOTA BATU                      5    
BARITO UTARA                   5    
PAINAN                         5    
TANJUNG PINANG                 4    
KOTA LUBUK LINGGAU             4    
KOTA SAMARINDA                 4    
KUTAI BARAT                    4    
BOGOR BARAT                    4    
KAB KUNINGAN                   4    
SIGLI                          4    
PERTAPAHAN                     4    
KABUPATEN 50 KOTA              4    
BATUBARA                       4    
EMPAT LAWANG                   4    
KAB LIMA PULUH KOTA            3    
KOTA PEKALONGAN                3    
KOTA TASIKMALAYA               3    
KAB PATI                       3    
GUNUNGKIDUL                    3    
KAB PURWAKARTA                 3    
AMBARAWA                       3    
KABUPATEN BARITO KUALA         3    
TERNATE                        3    
LABUHAN BATU SELATAN           3    
ACEH SINGKIL                   3    
SUBULUSSALAM                   3    
SUNGAIPENUH                    3    
MURUNG RAYA                    3    
MIMIKA                         3    
PEMATANGSIANTAR                3    
LANDAK                         3    
KERINCI                        3    
KOTA PRABUMULIH                3    
MUARA KAMAN                    3    
KOTA GORANTALO                 3    
SINTANG                        2    
KAB SOLOK                      2    
PANGKALAN KERINCI              2    
PURWOKERTO                     2    
KAB DHARMASRAYA                2    
SAMBAS                         2    
SANGATTA                       2    
BATU LAYAR                     2    
PENUKAL ABAB LEMATANG ILIR     2    
KOTA BENGKULU                  2    
RENGAT                         2    
BUOL                           2    
BANGGAI                        2    
LUBUKLINGGAU                   2    
KARUWISI UTARA                 2    
MANOKWARI                      2    
POSO                           2    
SELAYAR                        2    
MELAWI                         2    
KABUPATEN KUTAI KARTANEGARA    2    
AMBON                          2    
BANGKINANG                     2    
RIAU                           2    
OKU SELATAN                    2    
KAB TEGAL                      2    
KOTA BOGOR                     2    
KOTABUMI                       2    
TULANG BAWANG LAMPUNG          2    
MUARA BULIAN                   2    
NANGGROE ACEH DARUSSALAM       2    
TULANG BAWANG BARAT            2    
PANGANDARAN                    2    
TANAH KARO                     2    
SAWAHLUNTO SIJUNJUNG           2    
KRUI                           1    
LABUHANBATU SELATAN            1    
ACEH TENGGARA                  1    
BATANGHARI                     1    
PEMATANG REBA                  1    
BENGKULU UTARA                 1    
PASIR PANGARAIAN ROKAN HULU    1    
KAUR                           1    
LIMAPULUH KOTO                 1    
BENGKULU SELATAN               1    
SAWAHLUNTO                     1    
BANYU ASIN                     1    
KARIMUN                        1    
KOTA TANJUNGPINANG             1    
KAB PASAMAN BARAT              1    
GUNUNG TALANG                  1    
KAB SOLOK SELATAN              1    
BUKTI TINGGI                   1    
PAGAR ALAM                     1    
NUNUKAN                        1    
STABAT                         1    
DEL ISERDANG                   1    
OGAM KOMERING ILIR             1    
TENGGARONG SEBERANG            1    
BATURAJA                       1    
TANJUNGBALAI                   1    
DAIRI                          1    
LUBUKPAKAM                     1    
TEBING TENNGI                  1    
SEKADAU                        1    
MEMPAWAH                       1    
KAYONG UTARA                   1    
KOTA JAYAPURA                  1    
MALINAU                        1    
PANGKEJENE                     1    
MAKASAR                        1    
MAMASA                         1    
KOLAKA UTARA                   1    
UJUNGPANDANG                   1    
KABUPATEN SAROLANGUN           1    
KAYU AGUNG                     1    
BERAU                          1    
KOTA PASURUAN                  1    
RANTAU PRAPAT                  1    
KABANJAHE                      1    
SOPPENG WATANSOPPENG           1    
BANJARMASIN TIMUR              1    
SUKAMARA                       1    
Banjarmasin                    1    
SUMBA BARAT DAYA               1    
Sidoarjo                       1    
SOKARAJA                       1    
MALUKU                         1    
BANTAEN                        1    
PAPUA                          1    
LABUHAN BATU UTARA             1    
KOTA LHOKSEUMAWE               1    
KAB SUBANG                     1    
PASIR PENGARAIAN               1    
KABUPATEN BANGKA BARAT         1    
Name: ResidenceCompanyCity, dtype: int64
['JAKARTA UTARA' 'JAKARTA TIMUR' 'BOGOR' 'BEKASI' 'KOTA BEKASI' 'DEPOK'
 'JAKARTA BARAT' 'TANGERANG' 'TANGERANG SELATAN' 'JAKARTA SELATAN'
 'JAKARTA PUSAT' 'CIANJUR' 'SERANG' 'KARAWANG' 'CIMAHI' 'LEBAK' 'KEDIRI'
 'KOTA TANGERANG' 'MAKASSAR' 'BANDUNG' 'KAB BOGOR' 'SUBANG' 'MALANG'
 'KAB TANGERANG' 'BEKASI BARAT' 'CIBINONG' 'CILEGON' 'BANTEN' 'SURABAYA'
 'DENPASAR' 'PANGKAJENE KEPULAUAN' 'KOTA DEPOK' 'BANDAR LAMPUNG'
 'PEKANBARU' 'MEDAN' 'WONOGIRI' 'SURAKARTA' 'SALATIGA' 'BALIKPAPAN'
 'BANDA ACEH' 'PANDEGLANG' 'PURWAKARTA' 'CIREBON' 'GARUT' 'BANJARMASIN'
 'BADUNG' 'BOJONEGORO' 'SUKABUMI' 'SEMARANG' 'SAMARINDA' 'MANADO'
 'NUSA TENGGARA BARAT' 'PADANG' 'KABUPATEN TANGERANG' 'BANGKA' 'BATAM'
 'BANDARLAMPUNG' 'KOTAWARINGIN TIMUR' 'YOGYAKARTA' 'SLEMAN' 'ACEH UTARA'
 'PONTIANAK' 'TANAH LAUT' 'BANJAR' 'CILEGON BANTEN' 'KUNINGAN' 'JEPARA'
 'PALEMBANG' 'TEGAL' 'BENGKULU' 'SORONG' 'JAMBI' 'CIKARANG' 'KUBU RAYA'
 'SINGKAWANG' 'BENGKAYANG' 'SAMBAS' 'KAPUAS' 'SANGGAU' 'MELAWI'
 'KOTA PONTIANAK' 'KLATEN' 'PATI' 'PAPUA' 'INDRAMAYU' 'LABUHAN BATU UTARA'
 'BENGKALIS' 'PANGKAL PINANG' 'GRESIK' 'TEBING TINGGI' 'MAGELANG' 'GOWA'
 'PASURUAN' 'BALI' 'LAMPUNG' 'TULANG BAWANG' 'LAMPUNG SELATAN' 'PRINGSEWU'
 'LAMPUNG TIMUR' 'LAMPUNG TENGAH' 'BANTUL' 'BANJARBARU' 'KOTA LHOKSEUMAWE'
 'METRO' 'PURBALINGGA' 'KABUPATEN BANDUNG' 'MAJALENGKA' 'SUMEDANG'
 'KOTA BANDUNG' 'KAB BANDUNG' 'BANDUNG BARAT' 'BREBES' 'PROBOLINGGO'
 'SIDOARJO' 'KAB SUMEDANG' 'KAB KUNINGAN' 'KAB SUBANG' 'TASIKMALAYA'
 'CIAMIS' 'KOTA TASIKMALAYA' 'PANGANDARAN' 'KEBUMEN' 'BOGOR BARAT'
 'KOTA BOGOR' 'BANJARNEGARA' 'PEKALONGAN' 'PEMALANG' 'KAB TEGAL'
 'BANYUMAS' 'CILACAP' 'WONOSOBO' 'KARANGANYAR' 'MERANGIN' 'KAB PURWAKARTA'
 'LEMATANG ILIR OGAN TENGAH' 'PURWOREJO' 'KOTA MAGELANG' 'SUKOHARJO'
 'SRAGEN' 'BOYOLALI' 'SOLO' 'TEMANGGUNG' 'BATANG' 'KULON PROGO'
 'GUNUNG KIDUL' 'KENDAL' 'PACITAN' 'GROBOGAN' 'KULONPROGO' 'GUNUNGKIDUL'
 'NGAWI' 'MADIUN' 'DEMAK' 'BLORA' 'MAGETAN' 'TUBAN' 'KABUPATEN SEMARANG'
 'PONOROGO' 'KAB SEMARANG' 'KUDUS' 'KOTA PEKALONGAN' 'UNGARAN' 'SOKARAJA'
 'REMBANG' 'KAB PATI' 'AMBARAWA' 'MOJOKERTO' 'JEMBER' 'JOMBANG' 'LAMONGAN'
 'KUPANG' 'TULUNGAGUNG' 'TRENGGALEK' 'BLITAR' 'SITUBONDO' 'PAMEKASAN'
 'NGANJUK' 'BONDOWOSO' 'BANYUWANGI' 'SAMPANG' 'NUSA TENGGARA TIMUR'
 'BANGKALAN' 'SUMENEP' 'BATU' 'KOTA BATU' 'LUMAJANG' 'BERAU'
 'KOTAWARINGIN BARAT' 'TARAKAN' 'TERNATE' 'JAYAPURA' 'AMBON' 'BELU'
 'PASER' 'GIANYAR' 'KARANGASEM' 'BANGLI' 'LOMBOK BARAT' 'MATARAM'
 'SEMARAPURA' 'LOMBOK TENGAH' 'SINGARAJA' 'TABANAN' 'BULELENG' 'NUSA DUA'
 'LOMBOK TIMUR' 'KLUNGKUNG' 'AMLAPURA' 'LOMBOK UTARA' 'NEGARA' 'JEMBRANA'
 'NTB' 'PEMATANG SIANTAR' 'KUTAI KARTANEGARA' 'KUTAI TIMUR' 'TENGGARONG'
 'BONTANG' 'KUTAI BARAT' 'KOTA BANGUN' 'MUARA BADAK' 'LOA JANAN' 'SANGATA'
 'MUARA KAMAN' 'TENGGARONG SEBERANG' 'KUTAI  KARTANEGARA' 'SEBULU'
 'KABUPATEN KUTAI KARTANEGARA' 'KOTA SAMARINDA' 'PENAJAM PASER UTARA'
 'TANAH BUMBU' 'TAPIN' 'BANAJRBARU' 'BARITO KUALA' 'HULU SUNGAI SELATAN'
 'TABALONG' 'MARTAPURA' 'BANJAR BARU' 'PALANGKARAYA' 'HULU SUNGAI UTARA'
 'PULANG PISAU' 'KOTABARU' 'RANTAU' 'PELAIHARI' 'MARABAHAN' 'BANJARMAIN'
 'KATINGAN' 'KABUPATEN BARITO KUALA' 'BALANGAN' 'BARITO SELATAN'
 'KOTA BANJARMASIN' 'GUNUNG MAS' 'HULU SUNGAI TENGAH' 'KUALA KAPUAS'
 'BARITO TIMUR' 'BARITO UTARA' 'MURUNG RAYA' 'LANDAK' 'SINTANG' 'KETAPANG'
 'PONTIANAK KOTA' 'SEKADAU' 'MEMPAWAH' 'KAYONG UTARA' 'MINAHASA' 'PALU'
 'MAROS' 'BITUNG' 'PANGKEP' 'KOTA JAYAPURA' 'TAKALAR' 'PAREPARE' 'SINJAI'
 'MAMUJU' 'MAJENE' 'BULUKUMBA' 'BONE' 'BARRU' 'MOROWALI' 'PINRANG'
 'LUWU UTARA' 'LUWU TIMUR' 'KOLAKA' 'POLEWALI MANDAR' 'WAJO' 'KENDARI'
 'PARIGI MOUTONG' 'JENEPONTO' 'SIDENRENG RAPPANG' 'MALINAU' 'PARE PARE'
 'BANTAENG' 'MAMUJU UTARA' 'TANA TORAJA' 'LUWU' 'TOLI TOLI' 'SOPPENG'
 'PALOPO' 'DONGGALA' 'BUOL' 'MANOKWARI' 'TORAJA UTARA' 'PANGKEJENE'
 'MAKASAR' 'NUNUKAN' 'SELAYAR' 'SIGI' 'UJUNGPANDANG' 'KOLAKA UTARA' 'POSO'
 'ENREKANG' 'MAMASA' 'MINAHASA UTARA' 'TOMOHON' 'GORONTALO'
 'BOLAANG MONGONDOW SELATAN' 'MINAHASA TENGGARA' 'MINAHASA SELATAN'
 'KOTA GORANTALO' 'BONEBOLANGO' 'GORONTALO UTARA' 'KOTAMOBAGU'
 'BOLAANG MONGONDOW' 'BOALEMO' 'BOLAANG MONGONDOW UTARA'
 'BOLAANG MONGONDOW TIMUR' 'MIMIKA' 'POHUWATO' 'BONE BOLANGO' 'BINJAI'
 'ACEH BESAR' 'DELI SERDANG' 'KOTA BINJAI' 'KOTA MEDAN' 'LANGKAT'
 'SERDANG BEDAGAI' 'ACEH JAYA' 'PIDIE JAYA' 'PIDIE' 'TANJUNG BALAI'
 'ASAHAN' 'BIREUEN' 'KARO' 'LABUHAN BATU' 'ACEH BARAT DAYA'
 'KAB DELI SERDANG' 'BANDA  ACEH' 'TEBING TENNGI' 'BATUBARA' 'BATU BARA'
 'SIGLI' 'LANGSA' 'LUBUKPAKAM' 'ACEH BARAT' 'LABUHAN BATU SELATAN'
 'SIMALUNGUN' 'DAIRI' 'ACEH TIMUR' 'PEMATANGSIANTAR' 'TANAH KARO'
 'NAGAN RAYA' 'TANJUNGBALAI' 'NANGGROE ACEH DARUSSALAM' 'BENER MERIAH'
 'LHOKSEUMAWE' 'ACEH TENGAH' 'OGAN ILIR' 'KOTA JAMBI' 'MUARO JAMBI'
 'BATANG HARI' 'BANYUASIN' 'PRABUMULIH' 'MUSI BANYUASIN'
 'OGAN KOMERING ILIR' 'BATURAJA' 'BANGKA SELATAN' 'BANGKA TENGAH'
 'OGAN KOMERING ULU TIMUR' 'BANGKA BARAT' 'OGAN KOMERING ULU' 'MUARA ENIM'
 'LUBUK LINGGAU' 'BUNGO' 'TANJUNG JABUNG TIMUR' 'LAHAT'
 'OGAN KOMERING ULU SELATAN' 'KOTA PRABUMULIH' 'SAROLANGUN' 'OKU TIMUR'
 'SEKAYU' 'BANGKA BELITUNG' 'TANJUNG JABUNG' 'TANJUNG JABUNG BARAT' 'TEBO'
 'OKU SELATAN' 'OGAM KOMERING ILIR' 'SUNGAIPENUH' 'MUARA BULIAN'
 'KABUPATEN MUSI BANYUASIN' 'KABUPATEN SAROLANGUN' 'PADANG PARIAMAN'
 'PELALAWAN' 'PANGKALPINANG' 'KAYU AGUNG' 'TANJUNG ENIM' 'MUSI RAWAS'
 'KAMPAR' 'PARIAMAN' 'SIAK' 'KOTA BATAM' 'KAB SIAK' 'DUMAI' 'ROKAN HULU'
 'KUANTAN SINGINGI' 'TANJUNG PINANG' 'ROKAN HILIR' 'KOTA DUMAI'
 'INDRAGIRI HULU' 'PASIR PENGARAIAN' 'BANGKINANG' 'INDRAGIRI HILIR'
 'KABUPATEN BENGKALIS' 'KEMILING' 'KOTA BANDAR LAMPUNG' 'KOTA METRO'
 'TANGGAMUS' 'PESAWARAN' 'WAY KANAN' 'LAMPUNG UTARA' 'KOTABUMI'
 'TULANG BAWANG LAMPUNG' 'LIMA PULUH KOTA' 'PAYAKUMBUH' 'PASAMAN BARAT'
 'SOLOK' 'PESISIR SELATAN' 'BUKITTINGGI' 'SAWAH LUNTO SIJUNJUNG'
 'SOLOK SELATAN' 'KAB LIMA PULUH KOTA' 'DHARMASRAYA' 'TANAH DATAR'
 'SIJUNJUNG' 'AGAM' 'PEISISR SELATAN' 'LIMA PULUH KOTO' 'PADANG PANJANG'
 'PASAMAN' 'KAB SIJUNJUNG' 'SAWAH LUNTO' 'KABUPATEN 50 KOTA' 'KAB SOLOK'
 'KEPULAUAN RIAU' 'BANTAEN' 'PURWOKERTO' 'BATU LAYAR' 'MALUKU' 'Sidoarjo'
 'KOTA PASURUAN' 'SUMBA BARAT DAYA' 'SANGATTA' 'Banjarmasin' 'KOTA BARU'
 'SUKAMARA' 'SERUYAN' 'BANJARMASIN TIMUR' 'BANGGAI' 'SOPPENG WATANSOPPENG'
 'KARUWISI UTARA' 'KEPULAUAN SANGIHE' 'ACEH SELATAN' 'KABANJAHE'
 'ACEH TAMIANG' 'RANTAU PRAPAT' 'DEL ISERDANG' 'STABAT' 'KERINCI'
 'PAGAR ALAM' 'KOTA LUBUKLINGGAU' 'KOTA LUBUK LINGGAU' 'REJANG LEBONG'
 'LUBUKLINGGAU' 'BENGKULU UTARA' 'KAUR' 'BENGKULU SELATAN' 'KOTA BENGKULU'
 'BANYU ASIN' 'EMPAT LAWANG' 'PENUKAL ABAB LEMATANG ILIR' 'PERTAPAHAN'
 'RENGAT' 'PASIR PANGARAIAN ROKAN HULU' 'RIAU' 'BUKTI TINGGI'
 'PEMATANG REBA' 'LABUHANBATU SELATAN' 'PANGKALAN KERINCI' 'LAMPUNG BARAT'
 'TULANG BAWANG BARAT' 'KRUI' 'LIMAPULUH KOTO' 'SAWAHLUNTO' 'PAINAN'
 'SAWAHLUNTO SIJUNJUNG' 'KAB DHARMASRAYA' 'KAB SOLOK SELATAN'
 'GUNUNG TALANG' 'KAB PASAMAN BARAT' 'BINTAN' 'KOTA TANJUNGPINANG'
 'KARIMUN' 'GAYO LUES' 'SUBULUSSALAM' 'ACEH SINGKIL' 'ACEH TENGGARA'
 'BATANGHARI' 'KABUPATEN BANGKA BARAT']
In [38]:
print(df.HomeCompanyStatus.value_counts(dropna = False))
plt.subplot(1,2,1)
df.HomeCompanyStatus.value_counts(dropna= False).plot.bar()
plt.xlabel('HomeCompanyStatus')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.HomeCompanyStatus.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('HomeCompanyStatus')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.HomeCompanyStatus.unique())
Sendiri       121217
Keluarga      26121 
Kontrak       2468  
Perusahaan    2457  
Kost          95    
Name: HomeCompanyStatus, dtype: int64
['Keluarga' 'Sendiri' 'Perusahaan' 'Kontrak' 'Kost']
In [43]:
print(df.CompanyCity.value_counts(dropna = False))
plt.subplot(1,2,1)
df.CompanyCity.value_counts(dropna= False).plot.bar()
plt.xlabel('CompanyCity')
plt.ylabel('Amount')
plt.subplot(1,2,2)
prob=df['CompanyCity'].value_counts(normalize=True, dropna= False).round(4) * 100
threshold=1
mask=prob>threshold
tail_prob=prob.loc[~mask].sum()
prob=prob.loc[mask]
prob['OTHER']=tail_prob
prob.plot.bar()
plt.xlabel('CompanyCity')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.CompanyCity.unique())
JAKARTA SELATAN                   11972
BANDUNG                           8709 
JAKARTA PUSAT                     8563 
TANGERANG                         7757 
JAKARTA BARAT                     7565 
SURABAYA                          7531 
JAKARTA UTARA                     5899 
BEKASI                            5582 
MEDAN                             4775 
JAKARTA TIMUR                     4722 
PALEMBANG                         3654 
BOGOR                             3102 
MAKASSAR                          2937 
PEKANBARU                         2417 
SEMARANG                          2296 
DENPASAR                          2222 
SIDOARJO                          2216 
KARAWANG                          1817 
BATAM                             1712 
CIREBON                           1639 
BADUNG                            1580 
PADANG                            1408 
DEPOK                             1251 
BALIKPAPAN                        1236 
SAMARINDA                         1134 
MANADO                            1111 
JAMBI                             987  
BANDAR LAMPUNG                    941  
MALANG                            940  
DELI SERDANG                      934  
BANJARMASIN                       772  
SLEMAN                            752  
GRESIK                            749  
SERANG                            728  
BANDA ACEH                        704  
PANGKAL PINANG                    678  
INDRAMAYU                         676  
CIMAHI                            604  
KAMPAR                            601  
MUSI BANYUASIN                    523  
SUBANG                            504  
GORONTALO                         499  
YOGYAKARTA                        459  
BANYUWANGI                        448  
JEMBER                            445  
MOJOKERTO                         432  
SURAKARTA                         430  
TANGERANG SELATAN                 429  
PASURUAN                          421  
MATARAM                           418  
KUNINGAN                          415  
PURWAKARTA                        409  
BENGKALIS                         404  
GARUT                             404  
PELALAWAN                         401  
GIANYAR                           399  
KUTAI KARTANEGARA                 384  
SUMEDANG                          380  
SIAK                              374  
MAJALENGKA                        372  
BANGKA                            358  
BANTUL                            348  
BANJARBARU                        347  
PONTIANAK                         345  
GOWA                              344  
PALANGKARAYA                      342  
SUKABUMI                          342  
CILEGON                           332  
ROKAN HULU                        330  
BANDARLAMPUNG                     322  
KEDIRI                            303  
SUKOHARJO                         298  
BANJAR                            292  
MUARO JAMBI                       281  
NUSA TENGGARA BARAT               270  
LAMPUNG SELATAN                   262  
LOMBOK TENGAH                     261  
DUMAI                             257  
BANDUNG BARAT                     250  
DEMAK                             247  
TANAH BUMBU                       241  
ACEH BESAR                        238  
MAROS                             233  
CIANJUR                           229  
MINAHASA                          229  
KLATEN                            225  
OGAN KOMERING ILIR                224  
TABANAN                           213  
KENDAL                            213  
BANYUASIN                         212  
BANGKA TENGAH                     211  
PRABUMULIH                        205  
LANGKAT                           205  
BANYUMAS                          202  
BANGKA BARAT                      202  
PESISIR SELATAN                   201  
OGAN ILIR                         196  
JEPARA                            195  
LAMPUNG TENGAH                    188  
JOMBANG                           183  
PASAMAN BARAT                     180  
BANGKA SELATAN                    176  
LEMATANG ILIR OGAN TENGAH         174  
BULELENG                          173  
LOMBOK BARAT                      172  
KARANGANYAR                       172  
BITUNG                            170  
LAMONGAN                          169  
BINJAI                            168  
SINGARAJA                         162  
MINAHASA UTARA                    157  
BLITAR                            155  
PALU                              154  
SRAGEN                            152  
MAGELANG                          152  
PANDEGLANG                        151  
BANTEN                            147  
PROBOLINGGO                       146  
INDRAGIRI HULU                    144  
CILACAP                           143  
MUSI RAWAS                        143  
TAKALAR                           138  
TULUNGAGUNG                       135  
TASIKMALAYA                       134  
BOYOLALI                          133  
SOLOK                             133  
PANGKAJENE KEPULAUAN              132  
LEBAK                             131  
TANAH LAUT                        131  
ROKAN HILIR                       129  
KUDUS                             126  
PADANG PARIAMAN                   125  
SINGAPORE                         125  
TANJUNG JABUNG BARAT              124  
KAPUAS                            122  
BREBES                            121  
PATI                              121  
GROBOGAN                          119  
KUANTAN SINGINGI                  119  
PIDIE                             116  
MUARA ENIM                        115  
PEKALONGAN                        113  
BATANG HARI                       112  
SITUBONDO                         112  
METRO                             111  
LUMAJANG                          111  
LOMBOK TIMUR                      110  
TEGAL                             110  
CIBINONG                          106  
MIMIKA                            103  
KOTA TANGERANG                    102  
ACEH BARAT                        102  
SERDANG BEDAGAI                   96   
BIREUEN                           95   
KARO                              93   
BONEBOLANGO                       93   
LOMBOK UTARA                      93   
TUBAN                             91   
MINAHASA SELATAN                  91   
LAMPUNG TIMUR                     91   
BANGLI                            90   
DHARMASRAYA                       88   
ACEH UTARA                        87   
TANJUNG JABUNG TIMUR              86   
KEPULAUAN SANGIHE                 86   
KARANGASEM                        85   
MAMUJU                            82   
BONDOWOSO                         81   
AGAM                              81   
BONE                              81   
KUTAI TIMUR                       80   
TOMOHON                           80   
TULANG BAWANG                     79   
LABUHAN BATU                      78   
KOTAWARINGIN TIMUR                78   
JEMBRANA                          77   
PARIAMAN                          77   
GUNUNG MAS                        76   
KOTA BEKASI                       76   
TAPIN                             75   
JAYAPURA                          74   
NGANJUK                           73   
BOJONEGORO                        73   
PURWOREJO                         72   
SIDENRENG RAPPANG                 72   
KEBUMEN                           72   
KATINGAN                          71   
TANAH DATAR                       71   
SAROLANGUN                        70   
JENEPONTO                         70   
BANGKALAN                         70   
ACEH TIMUR                        69   
ASAHAN                            68   
LUBUK LINGGAU                     68   
MINAHASA TENGGARA                 68   
OGAN KOMERING ULU TIMUR           68   
GORONTALO UTARA                   68   
TABALONG                          67   
KUBU RAYA                         67   
TEMANGGUNG                        67   
BULUKUMBA                         66   
BARITO KUALA                      66   
KOTA DUMAI                        66   
PASER                             66   
PULANG PISAU                      65   
PRINGSEWU                         65   
BONTANG                           64   
WONOGIRI                          64   
BUKITTINGGI                       63   
BARRU                             62   
MALAYSIA                          62   
SALATIGA                          62   
LAHAT                             61   
PAYAKUMBUH                        60   
LAMPUNG UTARA                     60   
KAB SIAK                          60   
PESAWARAN                         58   
OGAN KOMERING ULU                 57   
TEBING TINGGI                     56   
KOTABARU                          55   
KULON PROGO                       54   
PEMATANG SIANTAR                  54   
CIAMIS                            54   
TANGGAMUS                         54   
NTB                               54   
PAMEKASAN                         52   
KOTA JAMBI                        52   
BALI                              52   
BATU                              51   
BANJARNEGARA                      50   
PINRANG                           50   
LAMPUNG                           49   
GUNUNG KIDUL                      49   
NAGAN RAYA                        49   
MARTAPURA                         48   
LHOKSEUMAWE                       48   
KOTA PONTIANAK                    47   
SIJUNJUNG                         47   
BLORA                             46   
BANGKA BELITUNG                   46   
SOLOK SELATAN                     46   
SOLO                              45   
LUWU TIMUR                        45   
INDRAGIRI HILIR                   45   
KOTA MEDAN                        44   
WONOSOBO                          43   
PIDIE JAYA                        43   
BATANG                            42   
WAY KANAN                         42   
MADIUN                            41   
LIMA PULUH KOTO                   41   
LANGSA                            40   
SAWAH LUNTO                       40   
BOALEMO                           40   
KLUNGKUNG                         40   
SAMPANG                           39   
PALOPO                            39   
ACEH JAYA                         38   
TARAKAN                           38   
SAWAH LUNTO SIJUNJUNG             37   
HULU SUNGAI SELATAN               37   
TENGGARONG                        37   
KUPANG                            37   
SINGAPURA                         37   
SINJAI                            35   
AMLAPURA                          35   
POHUWATO                          35   
BANTAENG                          35   
PONOROGO                          34   
MERANGIN                          34   
PASAMAN                           34   
HULU SUNGAI UTARA                 33   
KENDARI                           33   
SORONG                            33   
BENGKULU                          32   
PURBALINGGA                       32   
SIMALUNGUN                        32   
PAPUA                             32   
MURUNG RAYA                       32   
BOLAANG MONGONDOW                 32   
TRENGGALEK                        32   
WAJO                              31   
POLEWALI MANDAR                   31   
KUTAI BARAT                       31   
KABUPATEN SEMARANG                31   
KOTA BATAM                        31   
KOTA MAGELANG                     30   
BALANGAN                          30   
SEMARAPURA                        30   
PENAJAM PASER UTARA               30   
ACEH TAMIANG                      30   
PEMALANG                          30   
PADANG PANJANG                    29   
KOTAWARINGIN BARAT                29   
ACEH SELATAN                      29   
HULU SUNGAI TENGAH                29   
KAB BANDUNG                       28   
BERAU                             28   
ACEH TENGAH                       28   
BANJARMAIN                        28   
NGAWI                             28   
LUWU                              28   
KETAPANG                          28   
MAGETAN                           28   
ACEH BARAT DAYA                   27   
TERNATE                           27   
SOPPENG                           27   
REMBANG                           26   
KOTAMOBAGU                        26   
RIAU                              26   
BUNGO                             26   
BEKASI BARAT                      26   
TANJUNG BALAI                     26   
KOTA BANDUNG                      26   
PAREPARE                          25   
SERUYAN                           25   
BARITO UTARA                      25   
NUSA DUA                          25   
BANAJRBARU                        25   
AMBON                             25   
NUSA TENGGARA TIMUR               25   
DONGGALA                          24   
UNITED ARAB EMIRATES              24   
BARITO SELATAN                    24   
NANGGROE ACEH DARUSSALAM          24   
TEBO                              24   
SINGKAWANG                        24   
KOTA TERNATE                      24   
BOLAANG MONGONDOW UTARA           24   
CIKARANG                          23   
LAMPUNG BARAT                     22   
SAUDI ARABIA                      22   
KOTA BARU                         21   
KOTA BANJARMASIN                  21   
JAKARTA                           20   
QATAR                             20   
PARE PARE                         20   
KOLAKA                            20   
TANA TORAJA                       19   
BATU BARA                         19   
PACITAN                           19   
OGAN KOMERING ULU SELATAN         19   
BANGGAI                           19   
LUWU UTARA                        18   
BELITUNG                          18   
ENREKANG                          18   
PAINAN                            17   
BENER MERIAH                      17   
DAIRI                             17   
SUMENEP                           16   
MARABAHAN                         16   
KAB TANGERANG                     16   
BOLAANG MONGONDOW TIMUR           16   
SUBULUSSALAM                      16   
SIGI                              16   
PANGKEP                           15   
SANGATTA                          15   
PEISISR SELATAN                   15   
GAYO LUES                         15   
BARITO TIMUR                      15   
SIGLI                             15   
TORAJA UTARA                      15   
PELAIHARI                         15   
PAGAR ALAM                        14   
TOLI TOLI                         14   
SANGGAU                           14   
BOLAANG MONGONDOW SELATAN         14   
SUMBAWA BARAT                     14   
KOTA BANGUN                       14   
BIMA                              14   
EMPAT LAWANG                      14   
KARIMUN                           14   
MALUKU                            13   
TANJUNG PINANG                    13   
PADANG LAWAS                      13   
KEPULAUAN RIAU                    13   
NABIRE                            13   
MOROWALI                          13   
KERINCI                           13   
KOTA DEPOK                        13   
KAB SUMEDANG                      13   
MUARA BADAK                       12   
TALUK KUANTAN                     12   
PADANG LAWAS UTARA                12   
KOTA BANDAR LAMPUNG               12   
DURI                              12   
SAMBAS                            12   
NUNUKAN                           12   
RANTAU                            12   
OKU TIMUR                         12   
ABU DHABI                         12   
KOTA METRO                        12   
KABUPATEN BARITO KUALA            12   
KAB BOGOR                         12   
LOA JANAN                         12   
SEBULU                            11   
ACEH SINGKIL                      11   
LUBUKLINGGAU                      11   
TANJUNG ENIM                      11   
MANOKWARI                         11   
MAKASAR                           11   
SIBOLGA                           11   
MANDAILING NATAL                  10   
PADANG SIDEMPUAN                  10   
KABUPATEN BANDUNG                 10   
SELAYAR                           10   
BENGKAYANG                        10   
AMBARAWA                          10   
LABUHAN BATU SELATAN              10   
KUALA KAPUAS                      10   
TANJUNG JABUNG                    10   
BANDA  ACEH                       10   
AUSTRALIA                         10   
MESUJI                            10   
KOTA LHOKSEUMAWE                  10   
ENDE                              10   
NIAS                              9    
PARIGI MOUTONG                    9    
NIGERIA                           9    
SEKAYU                            9    
SUNGAIPENUH                       9    
TAPANULI SELATAN                  9    
BELITUNG TIMUR                    9    
BINTAN                            9    
BATUBARA                          9    
MAJENE                            9    
BAU BAU                           9    
KEPULAUAN TALAUD                  9    
BELU                              9    
UNITED EMIRAT ARAB                9    
REJANG LEBONG                     8    
PANGKALPINANG                     8    
TAPANULI UTRA                     8    
CALANG                            8    
SANGATA                           8    
KABUPATEN MUSI BANYUASIN          8    
KUALA LUMPUR                      8    
LABUHAN BATU UTARA                8    
SABANG                            8    
MERAUKE                           8    
BAGANSIAPIAPI                     8    
BATURAJA                          8    
RANTAU PRAPAT                     8    
LIMA PULUH KOTA                   8    
KULONPROGO                        8    
CHINA                             8    
TOBA SAMOSIR                      7    
MAMUJU UTARA                      7    
HALMAHERA UTARA                   7    
BANGKINANG                        7    
KOTA BENGKULU                     7    
TAPANULI TENGAH                   7    
UNGARAN                           7    
MUKOMUKO                          7    
SUMBA BARAT                       7    
KOTA PRABUMULIH                   7    
PURWOKERTO                        7    
KEPULAUAN MERANTI                 7    
MALUKU TENGGARA                   6    
SERAM BAGIAN TIMUR                6    
DUBAI                             6    
ACEH                              6    
MALUKU UTARA                      6    
KEPULAUAN MENTAWAI                6    
SEKADAU                           6    
THAILAND                          6    
MALINAU                           6    
KOTA LUBUKLINGGAU                 6    
KAB PURWAKARTA                    6    
LUBUKPAKAM                        6    
KOLAKA UTARA                      6    
PONTIANAK KOTA                    6    
NEGARA                            6    
ACEH TENGGARA                     5    
MALUKU TENGGARA BARAT             5    
SAWAHLUNTO                        5    
PANGKALAN KERINCI                 5    
UAE                               5    
SUKAMARA                          5    
NGADA                             5    
SINTANG                           5    
NIAS SELATAN                      5    
SENGKANG                          5    
POSO                              5    
MUARA BULIAN                      5    
ALOR                              5    
LANDAK                            5    
MANGGARAI BARAT                   5    
SUMATRA UTARA                     4    
KOTA BINJAI                       4    
KAB DHARMASRAYA                   4    
MAPPI                             4    
BANYU ASIN                        4    
HALMAHERA TIMUR                   4    
TULANG BAWANG BARAT               4    
KOTA LUBUK LINGGAU                4    
KAB DELI SERDANG                  4    
TULANG BAWANG LAMPUNG             4    
KAYUAGUNG                         4    
KEPULAU SIAU TAGULANDANG BIARO    4    
HALMAHERA SELATAN                 4    
KOTA PEKALONGAN                   4    
KEPULAUAN ANAMBAS                 4    
KOTA TASIKMALAYA                  4    
DOMPU                             4    
MALUKU TENGAH                     4    
BATU LAYAR                        4    
HUMBANG HASUNDUTAN                4    
CILEGON BANTEN                    4    
KEPULAUAN SERIBU                  4    
PANGKEJENE                        4    
KARUWISI UTARA                    4    
HONGKONG                          4    
KUTAI  KARTANEGARA                4    
KABUPATEN KUTAI KARTANEGARA       4    
CANADA                            4    
KAB KUNINGAN                      4    
BANJAR BARU                       4    
BUOL                              4    
LAMANDAU                          4    
MAMASA                            4    
GUNUNGSITOLI                      4    
KAB SEMARANG                      4    
BONE BOLANGO                      4    
SIDRAP                            4    
LUBUK PAKAM                       4    
BULUNGAN                          4    
BRUNEI DARUSSALAM                 4    
MANGGARAI                         4    
PAPUA NEW GUINEA                  4    
INDRAPURA                         3    
KAB LIMA PULUH KOTA               3    
OKU SELATAN                       3    
KAB SIJUNJUNG                     3    
INDIA                             3    
KISARAN                           3    
FAKFAK                            3    
TANJUNGPINANG                     3    
FLORES                            3    
MUARA KAMAN                       3    
KABUPATEN TANGERANG               3    
KOTA BATU                         3    
SUMBAWA                           3    
BENGKULU SELATAN                  3    
PANGKALAN BUN                     3    
INGGRIS                           3    
SIKKA                             3    
KOTA SAMARINDA                    3    
KABUPATEN CIREBON                 3    
CIKAMPEK KARAWANG                 3    
HALMAHERA BARAT                   3    
FLORIDA                           3    
LUAR NEGERI                       3    
TANJUNG                           3    
PANGANDARAN                       3    
SIMEULUE                          3    
NETHERLANDS                       3    
AMERIKA SERIKAT                   3    
BIAK NUMFOR                       3    
HALMAHERA TENGAH                  3    
BANGGAI KEPULAUAN                 3    
KABUPATEN 50 KOTA                 3    
PEMATANGSIANTAR                   3    
NORWAY                            3    
BOGOR BARAT                       3    
KAIMANA                           3    
TAPANULI UTARA                    3    
SANGKULIRANG                      2    
WAMENA                            2    
PUNCAK                            2    
KOTA KENDAL                       2    
KOTA PASURUAN                     2    
KABUPATEN BENGKALIS               2    
SUMBA BARAT DAYA                  2    
PEGUNUNGAN BINTANG                2    
UJUNG BATU                        2    
SWITZERLAND                       2    
PERTAPAHAN                        2    
BANJARMASIN TIMUR                 2    
PESAWARAN LAMPUNG SELATAN         2    
GUNUNGKIDUL                       2    
KONAWE SELATAN                    2    
KUWAIT                            2    
KEDONDONG                         2    
MIAMI                             2    
DIY YOGYAKARTA                    2    
LANNY JAYA                        2    
KAB SAWAHLUNTO SIJUNJUNG          2    
SOPPENG WATANSOPPENG              2    
KABUPATEN SUBANG                  2    
SAWAHLUNTO SIJUNJUNG              2    
REPUBLIC OF MALDIVES              2    
KAMBOJA                           2    
PENUKAL ABAB LEMATANG ILIR        2    
RAJA AMPAT                        2    
TANAH KARO                        2    
MAROCCO                           2    
MUSI BANYU ASIN                   2    
GOMA                              2    
MUARA BUNGO                       2    
KABANJAHE                         2    
KUALA SIMPANG                     2    
TENGGARONG SEBERANG               2    
BOMBANA                           2    
AMUNTAI                           2    
TOJO UNA UNA                      2    
YEMEN                             2    
KAB SOLOK SELATAN                 2    
UJUNG PANDANG                     2    
UNITED STATES                     2    
TUAL                              2    
HOUSTON                           2    
KEPULAUAN ARU                     2    
PANAMA                            2    
TAIWAN                            2    
RENGAT                            2    
BENGKULU UTARA                    2    
MELAWI                            2    
KEPULAUAN SULA                    2    
TEXAS                             2    
LABUHANBATU                       2    
KAYONG UTARA                      2    
LEBONG                            2    
UJUNGPANDANG                      1    
BARABAI                           1    
BATANGHARI                        1    
KOTA BANDA ACEH                   1    
KALABAHI TIMUR                    1    
SAMALANGA                         1    
YALIMO                            1    
SAMSOIR                           1    
CYPRUS                            1    
TANA TIDUNG                       1    
SIDIKALANG                        1    
SIGI BIROMARU                     1    
MUARA TEWEH                       1    
TAPIN SELATAN                     1    
JAYAWIJAYA                        1    
LINGGA                            1    
KOTA GORANTALO                    1    
INTAN JAYA                        1    
PANIAI                            1    
BUKTI TINGGI                      1    
KOTA KENDARI                      1    
PASIR PENGARAIAN                  1    
PEMATANG REBA                     1    
BURU                              1    
KRUI                              1    
MAMBERAMO TENGAH                  1    
BENGKULU TENGAH                   1    
KAUR                              1    
KOTA PARIAMAN                     1    
TIDORE KEPULAUAN                  1    
KAPUAS HULU                       1    
NDUGA                             1    
GUNUNG TALANG                     1    
PHILIPINES                        1    
KAB PASAMAN BARAT                 1    
LABUHANBATU SELATAN               1    
STABAT                            1    
KOTABUMI                          1    
LEMBATA                           1    
KOTA KUDUS                        1    
PERANCIS                          1    
POLEWALI MAMASA                   1    
FLORES TIMUR                      1    
KEPULAUAN YAPEN                   1    
KOTA JAYAPURA                     1    
IRAQ                              1    
SYRIA                             1    
SENDAWAR                          1    
KOTA TARAKAN                      1    
ANGOLA                            1    
BINTUNI                           1    
DKI JAKARTA                       1    
LONDON                            1    
WAROPEN                           1    
NETHERLAND                        1    
KAB PEKALONGAN                    1    
KABUPATEN GARUT                   1    
MAYBRAT                           1    
SULTANATE OF OMAN                 1    
SOUTH AMERICA                     1    
KAB MAJALENGKA                    1    
SORONG SELATAN                    1    
SUMBA TIMUR                       1    
LIBYA                             1    
KAB SUBANG                        1    
GABON                             1    
MUNA                              1    
MAMBERAMO RAYA                    1    
DILI                              1    
KAB SOLOK                         1    
TELUK WONDAMA                     1    
ASMAT                             1    
KABUPATEN KUDUS                   1    
KABUPATEN SUMEDANG                1    
KAB TEGAL                         1    
OHIO                              1    
JABAR                             1    
SUPIORI                           1    
AUSTRIA                           1    
SUMANTRA UTARA                    1    
KONAWE                            1    
LIMAPULUH KOTO                    1    
KEMILING                          1    
TOLIKARA                          1    
BRITISH VIRGIN ISLAND             1    
PASIR PANGARAIAN ROKAN HULU       1    
TANJUNG BALAI KARIMUN             1    
KAYU AGUNG                        1    
OGAM KOMERING ILIR                1    
TANJAB BARAT                      1    
MUARO BUNGO                       1    
TANJUNGBALAI                      1    
RANTAUPRAPAT                      1    
TEBING TENNGI                     1    
MALUKU BARAT DAYA                 1    
KOTAJANTHO                        1    
IRAN                              1    
Name: CompanyCity, dtype: int64
['JAKARTA UTARA' 'JAKARTA TIMUR' 'BOGOR' 'BEKASI' 'JAKARTA PUSAT' 'DEPOK'
 'JAKARTA SELATAN' 'MALANG' 'SINGAPORE' 'JAKARTA BARAT' 'BANDUNG'
 'TANGERANG' 'PALU' 'CIANJUR' 'SINGAPURA' 'CILEGON' 'SIDOARJO' 'PADANG'
 'KOTA BEKASI' 'MEDAN' 'PURWAKARTA' 'SERANG' 'PALEMBANG' 'MALAYSIA'
 'CIMAHI' 'LEBAK' 'MALUKU TENGGARA BARAT' 'SEMARANG' 'BANGKA BELITUNG'
 'KARAWANG' 'TANGERANG SELATAN' 'BELITUNG' 'KAB BOGOR' 'INDRAMAYU'
 'BALIKPAPAN' 'BOYOLALI' 'MAKASSAR' 'QATAR' 'KOTA JAMBI' 'MIMIKA' 'SUBANG'
 'KOTA TANGERANG' 'BANJARMASIN' 'KENDARI' 'TEGAL' 'SUKABUMI' 'PEKANBARU'
 'BADUNG' 'MARABAHAN' 'NABIRE' 'CIBINONG' 'GRESIK' 'TARAKAN' 'SURABAYA'
 'DENPASAR' 'INDIA' 'PANGKAJENE KEPULAUAN' 'MOJOKERTO' 'CIREBON'
 'TULUNGAGUNG' 'BUKITTINGGI' 'PANDEGLANG' 'PEMALANG' 'WAY KANAN' 'CHINA'
 'BANDAR LAMPUNG' 'JAMBI' 'KOTA BENGKULU' 'SAMARINDA' 'PONTIANAK' 'BANTEN'
 'UNITED ARAB EMIRATES' 'MANADO' 'MUKOMUKO' 'TAIWAN' 'MINAHASA SELATAN'
 'PESAWARAN' 'JAYAPURA' 'PEMATANG SIANTAR' 'JAKARTA' 'BATAM' 'INGGRIS'
 'PAPUA' 'SUKOHARJO' 'CIKARANG' 'BANGGAI' 'GOMA' 'TERNATE' 'BOGOR BARAT'
 'KAPUAS' 'BANDA ACEH' 'BERAU' 'SUMEDANG' 'KUNINGAN' 'LANGKAT' 'GARUT'
 'MAROCCO' 'LAMPUNG SELATAN' 'PINRANG' 'BEKASI BARAT' 'NTB' 'BONTANG'
 'BANGKA BARAT' 'BANGKA' 'LAMPUNG' 'TANGGAMUS' 'NUSA DUA' 'KETAPANG'
 'OGAN KOMERING ULU TIMUR' 'BANYUMAS' 'KAMPAR' 'BANDARLAMPUNG' 'BENGKULU'
 'MAPPI' 'ABU DHABI' 'KOTAWARINGIN BARAT' 'BOLAANG MONGONDOW' 'NORWAY'
 'KUBU RAYA' 'KUDUS' 'AUSTRALIA' 'TEXAS' 'NIGERIA' 'SORONG' 'KAYONG UTARA'
 'SURAKARTA' 'NETHERLANDS' 'BANDUNG BARAT' 'SAUDI ARABIA' 'PEKALONGAN'
 'PANGKAL PINANG' 'EMPAT LAWANG' 'GIANYAR' 'FLORES TIMUR' 'KAB TANGERANG'
 'NUSA TENGGARA BARAT' 'BENGKALIS' 'KOTAWARINGIN TIMUR' 'ACEH BARAT'
 'BREBES' 'LEMATANG ILIR OGAN TENGAH' 'MAJALENGKA' 'ACEH UTARA' 'HOUSTON'
 'OGAN KOMERING ULU' 'KOTA PONTIANAK' 'KEBUMEN' 'THAILAND' 'BANJAR'
 'CILEGON BANTEN' 'UNITED EMIRAT ARAB' 'JEPARA' 'KEPULAUAN SERIBU'
 'PALANGKARAYA' 'UNITED STATES' 'ACEH JAYA' 'KOTA DEPOK' 'KAIMANA' 'PASER'
 'SAMBAS' 'KENDAL' 'AMBON' 'KOTA DUMAI' 'NUNUKAN' 'SYRIA' 'GORONTALO'
 'NGADA' 'MANOKWARI' 'PULANG PISAU' 'MALUKU' 'BENGKULU SELATAN'
 'SITUBONDO' 'SAROLANGUN' 'RIAU' 'KOTA SAMARINDA' 'ANGOLA' 'SINGKAWANG'
 'BENGKAYANG' 'SEKADAU' 'INDRAGIRI HULU' 'SANGGAU' 'MELAWI' 'MAGETAN'
 'KLATEN' 'POHUWATO' 'BANJARBARU' 'KABUPATEN TANGERANG' 'TALUK KUANTAN'
 'FAKFAK' 'MANDAILING NATAL' 'PATI' 'LAHAT' 'DKI JAKARTA' 'LAMPUNG TENGAH'
 'TANJUNG PINANG' 'ASAHAN' 'KUTAI KARTANEGARA' 'TASIKMALAYA'
 'BRUNEI DARUSSALAM' 'CIKAMPEK KARAWANG' 'LABUHAN BATU UTARA'
 'KARANGANYAR' 'LONDON' 'TANAH LAUT' 'PAYAKUMBUH' 'KABUPATEN GARUT'
 'PAPUA NEW GUINEA' 'DUBAI' 'MUARA ENIM' 'CIAMIS' 'MAGELANG' 'ACEH'
 'YOGYAKARTA' 'PASURUAN' 'KUWAIT' 'KUPANG' 'PELALAWAN' 'KUTAI TIMUR'
 'MADIUN' 'MARTAPURA' 'BOLAANG MONGONDOW TIMUR' 'SOUTH AMERICA'
 'KEPULAUAN MERANTI' 'DONGGALA' 'KOTA BATAM' 'BANTUL' 'TULANG BAWANG'
 'PRINGSEWU' 'PRABUMULIH' 'METRO' 'BATANG' 'NGAWI' 'BANGKA TENGAH'
 'KOTA MAGELANG' 'BITUNG' 'PADANG PARIAMAN' 'LANGSA' 'DUMAI'
 'KOTA LHOKSEUMAWE' 'HONGKONG' 'SLEMAN' 'REPUBLIC OF MALDIVES'
 'MUARO JAMBI' 'BIREUEN' 'SORONG SELATAN' 'KARIMUN' 'ACEH SINGKIL'
 'PURWOKERTO' 'CANADA' 'TUBAN' 'BANJARMAIN' 'BARITO TIMUR' 'SUMBA TIMUR'
 'KUALA LUMPUR' 'MIAMI' 'AMERIKA SERIKAT' 'LAMPUNG UTARA' 'KAB BANDUNG'
 'LUWU TIMUR' 'KOTA BANDUNG' 'KABUPATEN BANDUNG' 'JEMBER' 'KOTABUMI'
 'BLORA' 'CILACAP' 'GABON' 'KAB SUBANG' 'DURI' 'BANYUWANGI'
 'KOTA TASIKMALAYA' 'BALI' 'TABALONG' 'LIBYA' 'KAB SUMEDANG' 'SOLO'
 'PURWOREJO' 'PANGANDARAN' 'KAB PURWAKARTA' 'PARIAMAN' 'KUANTAN SINGINGI'
 'PADANG PANJANG' 'TAPIN' 'KEDIRI' 'OKU TIMUR' 'BARITO UTARA'
 'TANAH BUMBU' 'PURBALINGGA' 'BANJARNEGARA' 'KAB KUNINGAN' 'WONOSOBO'
 'KABUPATEN CIREBON' 'SAMPANG' 'SIMALUNGUN' 'KAB MAJALENGKA'
 'KABUPATEN SUBANG' 'WONOGIRI' 'SRAGEN' 'PACITAN' 'TEMANGGUNG'
 'GUNUNG KIDUL' 'DEMAK' 'KULON PROGO' 'ENDE' 'SERUYAN'
 'OGAN KOMERING ILIR' 'LOMBOK TENGAH' 'SALATIGA' 'GROBOGAN'
 'KOTA PEKALONGAN' 'KULONPROGO' 'NUSA TENGGARA TIMUR' 'DIY YOGYAKARTA'
 'MALUKU UTARA' 'MATARAM' 'SULTANATE OF OMAN' 'TAPANULI SELATAN'
 'BANGKALAN' 'GUNUNGKIDUL' 'MAKASAR' 'SINGARAJA' 'MINAHASA UTARA'
 'MAYBRAT' 'UNGARAN' 'PONOROGO' 'PUNCAK' 'SUMENEP' 'PROBOLINGGO'
 'KABUPATEN SEMARANG' 'REMBANG' 'KAB PEKALONGAN' 'KAB SEMARANG' 'AMBARAWA'
 'NETHERLAND' 'LOMBOK BARAT' 'SWITZERLAND' 'SERAM BAGIAN TIMUR'
 'KOTA KUDUS' 'LAMONGAN' 'NGANJUK' 'KEPULAUAN ARU' 'PAMEKASAN' 'MANGGARAI'
 'BOJONEGORO' 'BLITAR' 'JOMBANG' 'BONDOWOSO' 'LUMAJANG' 'TRENGGALEK'
 'FLORES' 'JEMBRANA' 'BINTUNI' 'BATU' 'SIGI' 'SIAK' 'SUMBA BARAT'
 'KOTA BATU' 'HULU SUNGAI SELATAN' 'BIMA' 'ALOR' 'TABANAN' 'TENGGARONG'
 'MALUKU TENGGARA' 'KEPULAUAN RIAU' 'MURUNG RAYA' 'MERAUKE' 'KOTA BARU'
 'BULUNGAN' 'KOTAMOBAGU' 'KOTABARU' 'SIKKA' 'BAU BAU' 'BELU' 'GUNUNG MAS'
 'BARITO SELATAN' 'KEPULAUAN ANAMBAS' 'BULELENG' 'KOTA TARAKAN'
 'KARANGASEM' 'BANGLI' 'SEMARAPURA' 'LOMBOK TIMUR' 'AMLAPURA'
 'SUMBAWA BARAT' 'LOMBOK UTARA' 'NEGARA' 'OGAN KOMERING ULU SELATAN'
 'KLUNGKUNG' 'MUSI RAWAS' 'SUMBAWA' 'DOMPU' 'BATU LAYAR' 'MALINAU'
 'KUTAI BARAT' 'KOTA BANGUN' 'SANGATTA' 'MUARA BADAK' 'LOA JANAN'
 'SANGATA' 'MUARA KAMAN' 'SEBULU' 'SENDAWAR' 'KUTAI  KARTANEGARA'
 'KABUPATEN KUTAI KARTANEGARA' 'HULU SUNGAI UTARA' 'PENAJAM PASER UTARA'
 'TENGGARONG SEBERANG' 'HULU SUNGAI TENGAH' 'MANGGARAI BARAT'
 'KOTA BANJARMASIN' 'BARITO KUALA' 'RANTAU' 'BANJAR BARU'
 'KABUPATEN BARITO KUALA' 'SINJAI' 'BALANGAN' 'PELAIHARI' 'BANAJRBARU'
 'KATINGAN' 'KUALA KAPUAS' 'PANGKALAN BUN' 'LAMANDAU' 'SINTANG' 'AMUNTAI'
 'IRAQ' 'YEMEN' 'KERINCI' 'LANDAK' 'PONTIANAK KOTA' 'MINAHASA' 'GOWA'
 'LUWU' 'TOMOHON' 'PANGKEP' 'UJUNG PANDANG' 'KOTA JAYAPURA' 'MAROS'
 'KARUWISI UTARA' 'TAKALAR' 'PARE PARE' 'JENEPONTO' 'BANTAENG' 'MAMUJU'
 'MAJENE' 'BULUKUMBA' 'BONE' 'BARRU' 'MOROWALI' 'LUWU UTARA'
 'KEPULAUAN YAPEN' 'KOLAKA' 'BANGGAI KEPULAUAN' 'POLEWALI MANDAR'
 'SENGKANG' 'PARIGI MOUTONG' 'TANA TORAJA' 'KOLAKA UTARA'
 'SIDENRENG RAPPANG' 'MALUKU TENGAH' 'PAREPARE' 'WAJO' 'BIAK NUMFOR'
 'RAJA AMPAT' 'TOLI TOLI' 'MAMUJU UTARA' 'SOPPENG' 'TOJO UNA UNA'
 'DELI SERDANG' 'POLEWALI MAMASA' 'PALOPO' 'BUOL' 'PANGKEJENE' 'POSO'
 'SELAYAR' 'MAMASA' 'TUAL' 'TORAJA UTARA' 'ENREKANG' 'PERANCIS' 'MUNA'
 'BOMBANA' 'SIDRAP' 'WAROPEN' 'MAMBERAMO RAYA' 'PANAMA' 'BONEBOLANGO'
 'MINAHASA TENGGARA' 'BOLAANG MONGONDOW SELATAN' 'BOALEMO'
 'KEPULAUAN TALAUD' 'HALMAHERA TENGAH' 'GORONTALO UTARA'
 'KEPULAU SIAU TAGULANDANG BIARO' 'BOLAANG MONGONDOW UTARA'
 'HALMAHERA BARAT' 'KEPULAUAN SULA' 'BONE BOLANGO' 'KEPULAUAN SANGIHE'
 'TOLIKARA' 'HALMAHERA SELATAN' 'HALMAHERA TIMUR' 'HALMAHERA UTARA'
 'BINJAI' 'PADANG LAWAS UTARA' 'KOTAJANTHO' 'KOTA MEDAN' 'ACEH BESAR'
 'KOTA BINJAI' 'LABUHANBATU' 'MALUKU BARAT DAYA' 'LABUHAN BATU'
 'NANGGROE ACEH DARUSSALAM' 'TEBING TINGGI' 'BATUBARA' 'SERDANG BEDAGAI'
 'PADANG SIDEMPUAN' 'BANDA  ACEH' 'PADANG LAWAS' 'PIDIE JAYA' 'SIBOLGA'
 'PIDIE' 'KARO' 'TANJUNG BALAI' 'SUBULUSSALAM' 'ACEH TIMUR' 'SIMEULUE'
 'NAGAN RAYA' 'ACEH BARAT DAYA' 'LHOKSEUMAWE' 'DAIRI' 'GAYO LUES'
 'KAB DELI SERDANG' 'TOBA SAMOSIR' 'ROKAN HULU' 'TAPANULI UTRA'
 'TEBING TENNGI' 'SIGLI' 'CALANG' 'PEMATANGSIANTAR' 'NIAS SELATAN'
 'ACEH SELATAN' 'RANTAUPRAPAT' 'ROKAN HILIR' 'TAPANULI TENGAH'
 'KAB SOLOK SELATAN' 'NIAS' 'BATU BARA' 'LUBUKPAKAM' 'ACEH TAMIANG'
 'LABUHAN BATU SELATAN' 'ACEH TENGAH' 'RANTAU PRAPAT' 'TANAH KARO'
 'KUALA SIMPANG' 'BINTAN' 'KABANJAHE' 'BENER MERIAH' 'TANJUNGBALAI'
 'MUARA BUNGO' 'KISARAN' 'INDRAPURA' 'BANYUASIN' 'OGAN ILIR' 'BATANG HARI'
 'TEBO' 'MUSI BANYU ASIN' 'MUARO BUNGO' 'MUSI BANYUASIN' 'PAGAR ALAM'
 'LUBUKLINGGAU' 'TANJUNG JABUNG TIMUR' 'BATURAJA' 'BANGKA SELATAN'
 'LUBUK LINGGAU' 'TANJUNG JABUNG' 'INDRAGIRI HILIR' 'BUNGO' 'TANJUNG ENIM'
 'BENGKULU UTARA' 'MUARA BULIAN' 'KOTA PRABUMULIH' 'SEKAYU'
 'TANJUNG JABUNG BARAT' 'LAMPUNG TIMUR' 'KOTA LUBUK LINGGAU' 'LEBONG'
 'MERANGIN' 'SUNGAIPENUH' 'PANGKALPINANG' 'OKU SELATAN' 'KAYUAGUNG'
 'TANJAB BARAT' 'OGAM KOMERING ILIR' 'KABUPATEN MUSI BANYUASIN'
 'DHARMASRAYA' 'BANYU ASIN' 'BELITUNG TIMUR' 'KAYU AGUNG'
 'TANJUNG BALAI KARIMUN' 'SOLOK SELATAN' 'SOLOK' 'KAB SIAK'
 'PASIR PANGARAIAN ROKAN HULU' 'BAGANSIAPIAPI' 'TANJUNGPINANG'
 'BANGKINANG' 'BRITISH VIRGIN ISLAND' 'KABUPATEN BENGKALIS' 'UJUNG BATU'
 'TULANG BAWANG LAMPUNG' 'MESUJI' 'KOTA METRO' 'KEMILING'
 'PESAWARAN LAMPUNG SELATAN' 'LAMPUNG BARAT' 'TULANG BAWANG BARAT'
 'KOTA BANDAR LAMPUNG' 'KEDONDONG' 'PESISIR SELATAN' 'KEPULAUAN MENTAWAI'
 'LIMA PULUH KOTA' 'PASAMAN BARAT' 'PEISISR SELATAN'
 'SAWAH LUNTO SIJUNJUNG' 'SAWAH LUNTO' 'KAB LIMA PULUH KOTA' 'TANAH DATAR'
 'AGAM' 'SIJUNJUNG' 'LIMA PULUH KOTO' 'PAINAN' 'KAB SOLOK' 'PASAMAN'
 'KAB SAWAHLUNTO SIJUNJUNG' 'KABUPATEN 50 KOTA' 'LIMAPULUH KOTO'
 'SAWAHLUNTO' 'KAB DHARMASRAYA' 'PANGKALAN KERINCI' 'UAE' 'SUMATRA UTARA'
 'REJANG LEBONG' 'KONAWE' 'KONAWE SELATAN' 'KAMBOJA' 'LUAR NEGERI'
 'SUMANTRA UTARA' 'AUSTRIA' 'SUPIORI' 'FLORIDA' 'JABAR' 'OHIO' 'KAB TEGAL'
 'KABUPATEN SUMEDANG' 'KOTA KENDAL' 'KABUPATEN KUDUS' 'ASMAT'
 'TELUK WONDAMA' 'KOTA PASURUAN' 'DILI' 'SUKAMARA' 'LEMBATA'
 'KALABAHI TIMUR' 'SUMBA BARAT DAYA' 'WAMENA' 'CYPRUS' 'SANGKULIRANG'
 'TANA TIDUNG' 'MUARA TEWEH' 'TANJUNG' 'BARABAI' 'BANJARMASIN TIMUR'
 'TAPIN SELATAN' 'SIGI BIROMARU' 'UJUNGPANDANG' 'LANNY JAYA'
 'SOPPENG WATANSOPPENG' 'MAMBERAMO TENGAH' 'BURU' 'KOTA KENDARI' 'PANIAI'
 'PEGUNUNGAN BINTANG' 'JAYAWIJAYA' 'INTAN JAYA' 'TIDORE KEPULAUAN' 'NDUGA'
 'KOTA TERNATE' 'KOTA GORANTALO' 'YALIMO' 'SAMALANGA' 'GUNUNGSITOLI'
 'TAPANULI UTARA' 'LUBUK PAKAM' 'ACEH TENGGARA' 'SABANG' 'SIDIKALANG'
 'SAMSOIR' 'HUMBANG HASUNDUTAN' 'LABUHANBATU SELATAN' 'STABAT'
 'KOTA LUBUKLINGGAU' 'KAPUAS HULU' 'KAUR' 'BENGKULU TENGAH'
 'PENUKAL ABAB LEMATANG ILIR' 'RENGAT' 'PERTAPAHAN' 'PHILIPINES'
 'BUKTI TINGGI' 'PASIR PENGARAIAN' 'PEMATANG REBA' 'KRUI' 'KOTA PARIAMAN'
 'KAB SIJUNJUNG' 'SAWAHLUNTO SIJUNJUNG' 'GUNUNG TALANG'
 'KAB PASAMAN BARAT' 'LINGGA' 'KOTA BANDA ACEH' 'BATANGHARI' 'IRAN']
In [44]:
print(df.Pekerjaan.value_counts(dropna = False))
plt.subplot(1,2,1)
df.Pekerjaan.value_counts(dropna= False).plot.bar()
plt.xlabel('Pekerjaan')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.Pekerjaan.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('Pekerjaan')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.Pekerjaan.unique())
Wiraswasta                                                                                           63424
Karyawan Swasta                                                                                      48916
Pegawai Negeri Sipil                                                                                 17557
Karyawan BUMN                                                                                        4946 
Dokter                                                                                               3278 
Guru                                                                                                 2151 
TNI / Polisi                                                                                         1467 
Dosen                                                                                                1405 
Pengusaha                                                                                            899  
PERDAGANGAN                                                                                          587  
Ibu Rumah Tangga                                                                                     568  
Pejabat Pemerintah                                                                                   519  
Notaris                                                                                              481  
Perawat                                                                                              443  
Petani                                                                                               438  
Consultant                                                                                           337  
Ulama atau Pendeta                                                                                   330  
Karyawan Bisnis hiburan & Media Mass                                                                 314  
KONTRAKTOR                                                                                           308  
Security / Satuan Pengamanan                                                                         251  
Karyawan  TNI / POLRI                                                                                248  
Pelaut                                                                                               240  
Pilot                                                                                                208  
MULTI LEVEL MARKETING (MLM)                                                                          181  
Pengacara / Advokat                                                                                  176  
Politikus                                                                                            170  
Lain-Lain                                                                                            162  
Mahasiswa dan Pelajar                                                                                147  
Anggota Legislatif                                                                                   147  
PNS GOLONGAN IVA                                                                                     144  
Accountant                                                                                           134  
Hakim / Jaksa                                                                                        130  
PNS GOLONGAN IIIC                                                                                    117  
Artis                                                                                                114  
PURNAWIRAWAN ABRI ATAU POLRI                                                                         106  
PNS GOLONGAN IIID                                                                                    104  
PNS GOLONGAN IIIB                                                                                    96   
Entertainment                                                                                        88   
Rentenir                                                                                             76   
PNS GOLONGAN IIIA                                                                                    75   
Apoteker                                                                                             68   
KARYAWAN KONTRAKTOR                                                                                  65   
PNS GOLONGAN IVB                                                                                     63   
INDUSTRI                                                                                             58   
Akademisi                                                                                            56   
Wartawan                                                                                             51   
Karyawan ORMAS                                                                                       44   
Pengobatan Tradisional                                                                               40   
Nelayan                                                                                              33   
Anggota MPR/DPR/DPD/DPRD                                                                             33   
Pramugari/a                                                                                          33   
Karyawan Pengadilan                                                                                  32   
Karyawan Kejaksaan / Kehakiman                                                                       26   
Jurnalist                                                                                            21   
Konsultan Hukum                                                                                      17   
Penagih Hutang                                                                                       17   
SENI                                                                                                 16   
Karyawan Perusahaan Senjata & Amunisi                                                                15   
PRODUSER                                                                                             14   
Atlit                                                                                                13   
PNS GOLONGAN IVC                                                                                     13   
Fotografer                                                                                           13   
Arsitektur                                                                                           13   
LEMBAGA SWADAYA MASYARAKAT (LSM)                                                                     13   
Paranormal                                                                                           11   
Programmer                                                                                           11   
PNS GOLONGAN IVD                                                                                     11   
Aktivitas Profesional, Ilmiah dan Teknis Lainnya                                                     8    
Pertambangan Batu Bara dan Lignit                                                                    5    
Pekerja Sosial                                                                                       4    
PNS GOLONGAN IIIE                                                                                    4    
Aktivitas Hiburan, Kesenian dan Kreativitas                                                          3    
Penyediaan Makanan dan Minuman                                                                       3    
Angkutan Perairan                                                                                    3    
Perdagangan Besar, Bukan Mobil dan Sepeda Motor                                                      3    
Karyawan Konsultan Militer                                                                           3    
CAMERAMAN                                                                                            3    
Pertanian Tanaman, Peternakan, Perburuan dan Kegiatan ybdi                                           3    
Pengurus Partai Politik                                                                              2    
Administrasi Pemerintahan, Pertahanan dan Jaminan Sosial Wajib                                       2    
LURAH                                                                                                2    
Aktivitas Jasa Keuangan, Bukan Asuransi dan Dana Pensiunan                                           2    
Perdagangan, Reparasi dan Perawatan Mobil dan Sepeda Motor                                           2    
Aktivitas kesehatan Manusia                                                                          2    
CAMAT                                                                                                2    
Konstruksi Bangunan Sipil                                                                            1    
Industri Makanan                                                                                     1    
Industri Minuman                                                                                     1    
Industri Kayu, Barang dari Kayu dan Gabus (Tidak Termasuk Furnitur) dan Barang Anyaman dari bambu    1    
Industri Peralatan Listrik                                                                           1    
PREMAN                                                                                               1    
Perikanan                                                                                            1    
Industri Bahan Kimia dan Barang dari Bahan Kimia                                                     1    
Asuransi, Reasuransi dan Dana Pensiun, Bukan Jaminan Sosial Wajib                                    1    
Aktivitas Olahraga dan Rekreasi Lainnya                                                              1    
Pertambangan Minyak Bumi dan Gas Alam dan Panas Bumi                                                 1    
Aktivitas Jasa Penunjang Pertambangan                                                                1    
Kehutanan dan Pemanenan Kayu dan Hasil Hutan Selain Kayu                                             1    
Penyediaan Akomodasi                                                                                 1    
Conversion                                                                                           1    
PNS GOLONGAN IVE                                                                                     1    
Industri Kendaraan Bermotor, Trailer dan Semi Trailer                                                1    
Aktivitas Jasa Informasi                                                                             1    
Aktivitas Jasa Perorangan Lainnya                                                                    1    
Industri Furnitur                                                                                    1    
Name: Pekerjaan, dtype: int64
['Wiraswasta' 'PURNAWIRAWAN ABRI ATAU POLRI' 'Karyawan Swasta' 'Perawat'
 'KONTRAKTOR' 'Politikus' 'Karyawan  TNI / POLRI' 'Pegawai Negeri Sipil'
 'Karyawan Bisnis hiburan & Media Mass' 'Karyawan BUMN' 'Entertainment'
 'Pejabat Pemerintah' 'KARYAWAN KONTRAKTOR' 'Dokter' 'Penagih Hutang'
 'Pramugari/a' 'Ibu Rumah Tangga' 'TNI / Polisi' 'Consultant' 'Pelaut'
 'Pengusaha' 'Security / Satuan Pengamanan' 'Dosen'
 'MULTI LEVEL MARKETING (MLM)' 'Notaris' 'Pilot' 'Hakim / Jaksa' 'Guru'
 'Rentenir' 'Akademisi' 'Pengobatan Tradisional' 'Pengacara / Advokat'
 'Artis' 'Arsitektur' 'Accountant' 'Wartawan' 'Lain-Lain'
 'Ulama atau Pendeta' 'PERDAGANGAN' 'Mahasiswa dan Pelajar'
 'Karyawan Konsultan Militer' 'Nelayan' 'Fotografer' 'Programmer'
 'Anggota Legislatif' 'Atlit' 'Apoteker' 'INDUSTRI' 'Karyawan ORMAS'
 'Jurnalist' 'Angkutan Perairan' 'Karyawan Perusahaan Senjata & Amunisi'
 'Konsultan Hukum' 'LEMBAGA SWADAYA MASYARAKAT (LSM)' 'PRODUSER' 'SENI'
 'PNS GOLONGAN IIIC' 'Karyawan Pengadilan' 'Paranormal' 'CAMERAMAN'
 'Pekerja Sosial' 'PNS GOLONGAN IIID' 'PNS GOLONGAN IVB'
 'Karyawan Kejaksaan / Kehakiman' 'Aktivitas Jasa Perorangan Lainnya'
 'PNS GOLONGAN IIIB' 'PNS GOLONGAN IVD' 'PNS GOLONGAN IVA' 'Petani'
 'Perdagangan Besar, Bukan Mobil dan Sepeda Motor'
 'Aktivitas Jasa Informasi' 'PNS GOLONGAN IVC'
 'Pertambangan Batu Bara dan Lignit' 'LURAH' 'Anggota MPR/DPR/DPD/DPRD'
 'Perdagangan, Reparasi dan Perawatan Mobil dan Sepeda Motor'
 'Industri Kendaraan Bermotor, Trailer dan Semi Trailer'
 'PNS GOLONGAN IVE' 'PNS GOLONGAN IIIA'
 'Aktivitas Hiburan, Kesenian dan Kreativitas'
 'Asuransi, Reasuransi dan Dana Pensiun, Bukan Jaminan Sosial Wajib'
 'Aktivitas Profesional, Ilmiah dan Teknis Lainnya'
 'Aktivitas Jasa Keuangan, Bukan Asuransi dan Dana Pensiunan'
 'PNS GOLONGAN IIIE' 'Conversion' 'Penyediaan Akomodasi'
 'Kehutanan dan Pemanenan Kayu dan Hasil Hutan Selain Kayu'
 'Aktivitas Jasa Penunjang Pertambangan'
 'Pertambangan Minyak Bumi dan Gas Alam dan Panas Bumi'
 'Aktivitas kesehatan Manusia'
 'Administrasi Pemerintahan, Pertahanan dan Jaminan Sosial Wajib'
 'Penyediaan Makanan dan Minuman'
 'Aktivitas Olahraga dan Rekreasi Lainnya' 'Industri Minuman'
 'Industri Bahan Kimia dan Barang dari Bahan Kimia' 'Industri Makanan'
 'Konstruksi Bangunan Sipil' 'CAMAT'
 'Industri Kayu, Barang dari Kayu dan Gabus (Tidak Termasuk Furnitur) dan Barang Anyaman dari bambu'
 'Industri Peralatan Listrik' 'Perikanan' 'Pengurus Partai Politik'
 'Pertanian Tanaman, Peternakan, Perburuan dan Kegiatan ybdi' 'PREMAN'
 'Industri Furnitur']
In [45]:
print(df.Pendidikan.value_counts(dropna = False))
plt.subplot(1,2,1)
df.Pendidikan.value_counts(dropna= False).plot.bar()
plt.xlabel('Pendidikan')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.Pendidikan.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('Pendidikan')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.Pendidikan.unique())
S1      75418
SLTA    48922
D3      10246
S2      7591 
SLTP    4758 
SD      2787 
D1      1057 
D2      821  
S3      742  
CV      16   
Name: Pendidikan, dtype: int64
['S1' 'D3' 'SLTA' 'SLTP' 'S2' 'D1' 'SD' 'D2' 'S3' 'CV']
In [46]:
print(df.Wayofpayment.value_counts(dropna = False))
plt.subplot(1,2,1)
df.Wayofpayment.value_counts(dropna= False).plot.bar()
plt.xlabel('Wayofpayment')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.Wayofpayment.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('Wayofpayment')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.Wayofpayment.unique())
BT    107937
AD    43422 
PD    999   
Name: Wayofpayment, dtype: int64
['BT' 'AD' 'PD']
In [47]:
print(df.IsSyariah.value_counts(dropna = False))
plt.subplot(1,2,1)
df.IsSyariah.value_counts(dropna= False).plot.bar()
plt.xlabel('IsSyariah')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.IsSyariah.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('IsSyariah')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.IsSyariah.unique())
0    150313
1    2045  
Name: IsSyariah, dtype: int64
[0 1]
In [48]:
print(df.ProductType.value_counts(dropna = False))
plt.subplot(1,2,1)
df.ProductType.value_counts(dropna= False).plot.bar()
plt.xlabel('ProductType')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.ProductType.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('ProductType')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.ProductType.unique())
CF MULTI            83129
CF                  65938
SY                  2045 
LS FIN LEAS         434  
CF INVEST INSTL     429  
LS MULTI SERVICE    381  
SY IJARAH           2    
Name: ProductType, dtype: int64
['CF' 'CF MULTI' 'CF INVEST INSTL' 'LS FIN LEAS' 'SY' 'LS MULTI SERVICE'
 'SY IJARAH']
In [49]:
print(df.UsedNew.value_counts(dropna = False))
plt.subplot(1,2,1)
df.UsedNew.value_counts(dropna= False).plot.bar()
plt.xlabel('UsedNew')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.UsedNew.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('UsedNew')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.UsedNew.unique())
New     149376
Used    2982  
Name: UsedNew, dtype: int64
['New' 'Used']
In [50]:
print(df.GroupProductId.value_counts(dropna = False))
plt.subplot(1,2,1)
df.GroupProductId.value_counts(dropna= False).plot.bar()
plt.xlabel('GroupProductId')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.GroupProductId.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('GroupProductId')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.GroupProductId.unique())
CF    144170
KP    6184  
SY    1991  
LS    9     
SK    2     
SI    2     
Name: GroupProductId, dtype: int64
['CF' 'KP' 'SY' 'LS' 'SK' 'SI']
In [51]:
print(df.PurposeOfFinancingID.value_counts(dropna = False))
plt.subplot(1,2,1)
df.PurposeOfFinancingID.value_counts(dropna= False).plot.bar()
plt.xlabel('PurposeOfFinancingID')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.PurposeOfFinancingID.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('PurposeOfFinancingID')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.PurposeOfFinancingID.unique())
PF001    150363
PF002    1995  
Name: PurposeOfFinancingID, dtype: int64
['PF001' 'PF002']
In [52]:
print(df.applicationsource.value_counts(dropna = False))
plt.subplot(1,2,1)
df.applicationsource.value_counts(dropna= False).plot.bar()
plt.xlabel('applicationsource')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.applicationsource.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('applicationsource')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.applicationsource.unique())
D    123622
B    27973 
L    551   
I    212   
Name: applicationsource, dtype: int64
['D' 'B' 'L' 'I']
In [53]:
print(df.FirstInstallment.value_counts(dropna = False))
plt.subplot(1,2,1)
df.FirstInstallment.value_counts(dropna= False).plot.bar()
plt.xlabel('FirstInstallment')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.FirstInstallment.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('FirstInstallment')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.FirstInstallment.unique())
ADDM    125390
ADDB    26968 
Name: FirstInstallment, dtype: int64
['ADDM' 'ADDB']
In [54]:
print(df.AssetCategory.value_counts(dropna = False))
plt.subplot(1,2,1)
df.AssetCategory.value_counts(dropna= False).plot.bar()
plt.xlabel('AssetCategory')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.AssetCategory.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('AssetCategory')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.AssetCategory.unique())
MPV          66378
SUV          32584
SEDAN I      30595
SEDAN II     7753 
JEEP         6826 
SEDAN        3268 
PICK UP      2496 
MINIBUS      637  
MINI BUS     466  
SEDAN III    442  
D.CABIN      267  
TRUCKL       203  
SPORT        186  
SEDAN IV     110  
TRUCKH       67   
MOGE         32   
BLIND VAN    26   
OTHERS       11   
BUS          9    
ST.WAGON     2    
Name: AssetCategory, dtype: int64
['SUV' 'MPV' 'SEDAN I' 'SEDAN II' 'JEEP' 'SEDAN' 'PICK UP' 'MINIBUS'
 'MINI BUS' 'D.CABIN' 'SEDAN III' 'TRUCKL' 'SPORT' 'SEDAN IV' 'TRUCKH'
 'BLIND VAN' 'MOGE' 'BUS' 'ST.WAGON' 'OTHERS']
In [55]:
print(df.AssetUsage.value_counts(dropna = False))
plt.subplot(1,2,1)
df.AssetUsage.value_counts(dropna= False).plot.bar()
plt.xlabel('AssetUsage')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.AssetUsage.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('AssetUsage')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.AssetUsage.unique())
N    149136
C    3222  
Name: AssetUsage, dtype: int64
['N' 'C']
In [56]:
print(df.MainCoverage.value_counts(dropna = False))
plt.subplot(1,2,1)
df.MainCoverage.value_counts(dropna= False).plot.bar()
plt.xlabel('MainCoverage')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.MainCoverage.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('MainCoverage')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.MainCoverage.unique())
All Risk    115542
ARK&TLO     36662 
TLO         154   
Name: MainCoverage, dtype: int64
['All Risk' 'ARK&TLO' 'TLO']
In [62]:
print(df.NTFIDR.describe())
print(df.NTFIDR.value_counts(dropna= False,bins=8).sort_index(ascending=True))
df.NTFIDR.value_counts(normalize=True, dropna= False).round(4) * 100
df.NTFIDR.plot.hist(bins=8)
plt.show()
df["NTFIDR"][df["NTFIDR"]<1000000000].plot.hist()
plt.show()
count    1.523580e+05
mean     1.881945e+08
std      1.890413e+08
min      1.148000e+07
25%      1.112366e+08
50%      1.468144e+08
75%      2.083882e+08
max      1.085318e+10
Name: NTFIDR, dtype: float64
(638296.999, 1366692875.0]       151987
(1366692875.0, 2721905750.0]     253   
(2721905750.0, 4077118625.0]     65    
(4077118625.0, 5432331500.0]     32    
(5432331500.0, 6787544375.0]     11    
(6787544375.0, 8142757250.0]     5     
(8142757250.0, 9497970125.0]     2     
(9497970125.0, 10853183000.0]    3     
Name: NTFIDR, dtype: int64
In [63]:
print(df.numofassetunit.value_counts(dropna = False))
plt.subplot(1,2,1)
df.numofassetunit.value_counts(dropna= False).plot.bar()
plt.xlabel('numofassetunit')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.numofassetunit.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('numofassetunit')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.numofassetunit.unique())
1    152356
2    2     
Name: numofassetunit, dtype: int64
[1 2]
In [13]:
print(df.Pendapatan.describe())
print(df.Pendapatan.value_counts(dropna= False,bins=8).sort_index(ascending=True))
df.Pendapatan.value_counts(normalize=True, dropna= False).round(4) * 100
df.Pendapatan.plot.hist(bins=8)
plt.show()
df["Pendapatan"][df["Pendapatan"]<1000000000].plot.hist()
plt.show()
df["Pendapatan"][df["Pendapatan"]<100000000].plot.hist()
plt.show()
df["Pendapatan"][df["Pendapatan"]<50000000].plot.hist()
plt.show()
count    1.523580e+05
mean     2.926625e+08
std      2.089698e+09
min      0.000000e+00
25%      1.638005e+07
50%      4.796784e+07
75%      2.000000e+08
max      5.280000e+11
Name: Pendapatan, dtype: float64
(-528000000.001, 66000000000.0]     152348
(66000000000.0, 132000000000.0]     7     
(132000000000.0, 198000000000.0]    2     
(198000000000.0, 264000000000.0]    0     
(264000000000.0, 330000000000.0]    0     
(330000000000.0, 396000000000.0]    0     
(396000000000.0, 462000000000.0]    0     
(462000000000.0, 528000000000.0]    1     
Name: Pendapatan, dtype: int64
In [15]:
print(df.Bidang_usaha.value_counts(dropna = False))
plt.subplot(1,2,1)
df.Bidang_usaha.value_counts(dropna= False).plot.bar()
plt.xlabel('Bidang_usaha')
plt.ylabel('Amount')
plt.subplot(1,2,2)
prob=df['Bidang_usaha'].value_counts(normalize=True, dropna= False).round(4) * 100
threshold=1
mask=prob>threshold
tail_prob=prob.loc[~mask].sum()
prob=prob.loc[mask]
prob['OTHER']=tail_prob
prob.plot.bar()
plt.xlabel('Bidang_usaha')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.Bidang_usaha.unique())
Distribution                     19938
Goverment                        15001
Service                          11784
SUPPLIER                         10167
Other services                   10128
Education                        8763 
Retail                           7940 
Health and Beauty                6995 
Construction                     6580 
INDUSTRY                         5463 
Food                             4808 
Banking                          4005 
Manufacturing                    3201 
Gas & Oil                        2752 
PERKEBUNAN                       2387 
Transportation                   2307 
Car Dealers                      1911 
Other Distribution               1862 
Consulting                       1639 
Other Industry                   1596 
INSURANCE                        1431 
Hotel                            1340 
PROPERTI                         1320 
Information Technology           1292 
MINES                            1216 
Telekomunikasi                   1144 
Garment                          1089 
Agriculture                      1060 
DEVELOPER                        1037 
Administration                   963  
Shipping                         852  
Advertising                      726  
Chemicals                        692  
Food & Drugs                     685  
FURNITURE                        683  
Textile                          662  
FINANCE                          625  
PETERNAKAN                       500  
Tourism                          497  
Non Goverment                    480  
Farming                          425  
Entertainment                    391  
PRINTING                         384  
Pharmaceuticals                  348  
MOTOR CYCLE DEALER               343  
Finance Company                  293  
KOPERASI                         264  
Wood                             226  
Media Massa                      207  
Other Manufacturing              200  
Other Textile                    164  
Plastic                          146  
Paper                            146  
CAR RENTAL                       123  
Air                              116  
Water                            101  
Pilot                            99   
Other Agriculture                86   
Shoes                            78   
Ibu Rumah Tangga                 72   
Unknown                          70   
Local / Suburban / Transport     69   
Pengadilan                       64   
Officer Management               60   
SENI                             54   
PJTKI                            43   
PELAJAR/MAHASISWA                41   
Other Chemicals                  40   
Dental Equipment                 27   
LEMBAGA SWADAYA MASYARAKAT       24   
Atlit Olahraga                   23   
Optics                           22   
MINUMAN ALKOHOL                  19   
Private Individuals              19   
SUPPLIER PERLENGKAPAN MILITER    16   
Landscaping                      12   
LECTURE                          7    
Spinning/Weaving                 4    
Road                             4    
Railways                         4    
Rail                             3    
Name: Bidang_usaha, dtype: int64
['Service' 'PROPERTI' 'Distribution' 'Retail' 'Health and Beauty'
 'SUPPLIER' 'Construction' 'Water' 'Goverment' 'Manufacturing'
 'Entertainment' 'Garment' 'Telekomunikasi' 'Gas & Oil' 'Air' 'DEVELOPER'
 'Advertising' 'Transportation' 'Education' 'PJTKI' 'Banking'
 'Car Dealers' 'Consulting' 'INDUSTRY' 'INSURANCE'
 'Information Technology' 'Food & Drugs' 'Other Industry' 'Food'
 'Other Manufacturing' 'FINANCE' 'Shipping' 'MINES' 'FURNITURE' 'Hotel'
 'Administration' 'Media Massa' 'Other Textile' 'Other services'
 'Chemicals' 'PERKEBUNAN' 'PELAJAR/MAHASISWA' 'Finance Company' 'Farming'
 'PRINTING' 'Pharmaceuticals' 'Agriculture' 'KOPERASI'
 'MOTOR CYCLE DEALER' 'Non Goverment' 'Textile' 'Plastic' 'Pilot' 'Paper'
 'Other Distribution' 'Wood' 'Ibu Rumah Tangga' 'Atlit Olahraga'
 'Other Agriculture' 'Unknown' 'Tourism' 'SENI' 'Optics'
 'Dental Equipment' 'CAR RENTAL' 'PETERNAKAN' 'MINUMAN ALKOHOL'
 'Pengadilan' 'LEMBAGA SWADAYA MASYARAKAT' 'Shoes'
 'Local / Suburban / Transport' 'Landscaping' 'Other Chemicals'
 'Officer Management' 'Private Individuals' 'Rail' 'Spinning/Weaving'
 'Road' 'Railways' 'SUPPLIER PERLENGKAPAN MILITER' 'LECTURE']
In [16]:
print(df.flagImpact.value_counts(dropna = False))
plt.subplot(1,2,1)
df.flagImpact.value_counts(dropna= False).plot.bar()
plt.xlabel('flagImpact')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.flagImpact.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('flagImpact')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.flagImpact.unique())
HighImpact    92337
LowImpact     60021
Name: flagImpact, dtype: int64
['HighImpact' 'LowImpact']
In [17]:
print(df.flagImpactHL.value_counts(dropna = False))
plt.subplot(1,2,1)
df.flagImpactHL.value_counts(dropna= False).plot.bar()
plt.xlabel('flagImpactHL')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.flagImpactHL.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('flagImpactHL')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.flagImpactHL.unique())
1    92337
2    60021
Name: flagImpactHL, dtype: int64
[1 2]
In [18]:
print(df.CreditScoringResult.value_counts(dropna = False))
plt.subplot(1,2,1)
df.CreditScoringResult.value_counts(dropna= False).plot.bar()
plt.xlabel('CreditScoringResult')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.CreditScoringResult.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('CreditScoringResult')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.CreditScoringResult.unique())
A    79499
M    72859
Name: CreditScoringResult, dtype: int64
['M' 'A']
In [19]:
print(df.Autoapprovalresult.value_counts(dropna = False))
plt.subplot(1,2,1)
df.Autoapprovalresult.value_counts(dropna= False).plot.bar()
plt.xlabel('Autoapprovalresult')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.Autoapprovalresult.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('Autoapprovalresult')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.Autoapprovalresult.unique())
F    80894
-    70295
P    1169 
Name: Autoapprovalresult, dtype: int64
['-' 'P' 'F']
In [20]:
print(df.Creditscore.describe())
print(df.Creditscore.value_counts(dropna= False,bins=8).sort_index(ascending=True))
df.Creditscore.value_counts(normalize=True, dropna= False).round(4) * 100
df.Creditscore.plot.hist(bins=8)
plt.show()
count    152358.000000
mean     211.076540   
std      89.079015    
min      0.000000     
25%      220.000000   
50%      247.000000   
75%      265.000000   
max      346.000000   
Name: Creditscore, dtype: float64
(-0.347, 43.25]    22289
(43.25, 86.5]      22   
(86.5, 129.75]     8530 
(129.75, 173.0]    13   
(173.0, 216.25]    5580 
(216.25, 259.5]    66628
(259.5, 302.75]    47502
(302.75, 346.0]    1794 
Name: Creditscore, dtype: int64
In [21]:
print(df.CreditScoreSchemeID.value_counts(dropna = False))
plt.subplot(1,2,1)
df.CreditScoreSchemeID.value_counts(dropna= False).plot.bar()
plt.xlabel('CreditScoreSchemeID')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.CreditScoreSchemeID.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('CreditScoreSchemeID')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.CreditScoreSchemeID.unique())
BASEL2016    71155
FIC-WAIV     62743
BIIF-FAST    8503 
FICO-FAST    7246 
BASEL2021    2683 
BII-CFSCR    28   
Name: CreditScoreSchemeID, dtype: int64
['FIC-WAIV' 'BASEL2016' 'BIIF-FAST' 'FICO-FAST' 'BASEL2021' 'BII-CFSCR']
In [22]:
print(df.isoveride.value_counts(dropna = False))
plt.subplot(1,2,1)
df.isoveride.value_counts(dropna= False).plot.bar()
plt.xlabel('isoveride')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.isoveride.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('isoveride')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.isoveride.unique())
Non Isoverride    97023
Isoverride        55335
Name: isoveride, dtype: int64
['Isoverride' 'Non Isoverride']
In [24]:
print(df.ProductOffering.value_counts(dropna = False))
plt.subplot(1,2,1)
df.ProductOffering.value_counts(dropna= False).plot.bar()
plt.xlabel('ProductOffering')
plt.ylabel('Amount')
plt.subplot(1,2,2)
prob=df['ProductOffering'].value_counts(normalize=True, dropna= False).round(4) * 100
threshold=0.1
mask=prob>threshold
tail_prob=prob.loc[~mask].sum()
prob=prob.loc[mask]
prob['OTHER']=tail_prob
prob.plot.bar()
plt.xlabel('ProductOffering')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.ProductOffering.unique())
NEW CAR (PERORANGAN & PERUSAHAAN)                                                                       19008
NEW CAR DP 25% - 99.99% (PERORANGAN)                                                                    12009
NEW CAR DP 30% - 99.99% (PERORANGAN & PERUSAHAAN)                                                       11353
NEW CAR PAKET DP 30% ADDB MASUK BUNGA (PERUSAHAAN & PERORANGAN)                                         8054 
NEW PASSANGER CAR FAST TRACK APPROVAL BRAND A (PERORANGAN & PERUSAHAAN)                                 5861 
NEW CAR DP 25% - 29.99% (PERORANGAN & PERUSAHAAN)                                                       5198 
NEW PASSANGER CAR FAST TRACK APPROVAL BRAND A (PERORANGAN)                                              4840 
NEW CAR DP 20% - 99.99% (PERORANGAN & PERUSAHAAN)                                                       4655 
NEW PASSANGER CAR BRAND A (PERUSAHAAN & PERORANGAN)                                                     4257 
PROGRAM NEW CAR KKB (PERORANGAN)                                                                        3767 
NEW CAR PAKET DP 30% ADDB ON INTEREST (PERUSAHAAN & PERORANGAN)                                         3671 
PAKET NEW CAR FIX & FIX TENOR 5 - 6 THN ADDB (PERUSAHAAN & PERORANGAN)                                  3571 
NEW CAR PAKET DP 30% ADDB ONLOAN (PERUSAHAAN & PERORANGAN)                                              3311 
NEW CAR DP 20% - 24.99% (PERORANGAN & PERUSAHAAN)                                                       2702 
NEW PASSANGER CAR BRAND A (PERORANGAN)                                                                  2692 
PAKET NEW CAR DP 25% ADDB (PERORANGAN & PERUSAHAAN)                                                     2668 
NEW CAR DP 30% - 99.99% PROGRAM KHUSUS AKHIR TAHUN 2016 (PERORANGAN & PERUSAHAAN)                       2260 
NEW CAR FAST TRACK APPROVAL BRAND A KATEGORI II                                                         2206 
NEW CAR KPM BII (PERORANGAN & PERUSAHAAN)                                                               1504 
NEW CAR DP 25% - 29.99% GIIAS 2018 (PERORANGAN)                                                         1387 
PAKET NEW CAR SUBSIDI TDP KTB MITSUBISHI PAJERO,OUTLANDER,MIRAGE (PERUSAHAAN & PERORANGAN)              1316 
NEW CAR DP 30% - 99.99% GIIAS 2016 (PERORANGAN & PERUSAHAAN)                                            1315 
PAKET BUNGA 0% TENOR 6 BULAN (PERORANGAN)                                                               1259 
PAKET BUNGA 0% TENOR 1 TAHUN (PERORANGAN)                                                               1109 
PAKET NEW CAR PICKUP SUZUKI DP 20% ONLOAN ADDB & ADDM (PERORANGAN & PERUSAHAAN)                         1109 
NEW CAR ASURANSI KHUSUS                                                                                 991  
NEW CAR DP 25% - 29.99% PROGRAM KHUSUS AKHIR TAHUN 2016 (PERORANGAN & PERUSAHAAN)                       868  
NEW CAR DP 20% - 24.99% (PERORANGAN)                                                                    843  
PROGRAM NEW CAR KKB                                                                                     828  
PENYIMPANGAN RADIUS 100-200 KM NEW CAR (PERORANGAN & PERUSAHAAN)                                        812  
PAKET BUNGA 0% TENOR 6 BULAN BRAND A (PERORANGAN & PERUSAHAAN)                                          795  
NEW PASSANGER CAR BRAND A IIMS 2013 (PERUSAHAAN & PERORANGAN)                                           759  
NEW CAR DP 20% - 24.99% PROGRAM KHUSUS AKHIR TAHUN 2016 (PERORANGAN & PERUSAHAAN)                       746  
NEW CAR KKB MANDIRI (PERORANGAN & PERUSAHAAN)                                                           731  
PROGRAM NEW CAR KKB (PERORANGAN & PERUSAHAAN)                                                           687  
NEW PICKUP (PERORANGAN & PERUSAHAAN)                                                                    604  
NEW CAR FAST TRACK APPROVAL DP 30% - 99.99% (PERORANGAN)                                                593  
NEW CAR DP 30% - 99.99% PROGRAM KHUSUS MARET-APRIL 2017 (PERORANGAN & PERUSAHAAN)                       577  
NEW CAR DP 30% - 99.99% IIMS 2017 (PERORANGAN & PERUSAHAAN)                                             526  
NEW PASSANGER CAR FAST TRACK APPROVAL BRAND A                                                           522  
NEW CAR PAKET DP 30% ADDB MASUK BUNGA KPM BII (PERUSAHAAN & PERORANGAN)                                 507  
NEW CAR DP 20% - 99.99% ASS KOMBINASI (PERORANGAN & PERUSAHAAN)                                         502  
NEW CAR FAST TRACK APPROVAL BRAND A KATEGORI I                                                          497  
NEW CAR DP 20% - 24.99% PROGRAM KHUSUS MARET-APRIL 2017 (PERORANGAN & PERUSAHAAN)                       466  
NEW CAR FAST TRACK APPROVAL BRAND A KATEGORI I & II                                                     460  
NEW CAR DP 30% - 99.99% KPM MIF (PERORANGAN & PERUSAHAAN)                                               448  
NEW CAR DP 20% - 99.99% ASS ALLRISK (PERORANGAN & PERUSAHAAN)                                           446  
NEW CAR CUSTOMER NON RO                                                                                 441  
NEW CAR DP 25% - 99.99% IIMS 2019 (PERORANGAN)                                                          432  
PAKET NEW CAR SUBSIDI TDP KTB MITSUBISHI (PERORANGAN & PERUSAHAAN)                                      418  
NEW CAR DP 25% - 29.99% PROGRAM KHUSUS MARET-APRIL 2017 (PERORANGAN & PERUSAHAAN)                       410  
PAKET NEW CAR FIX & FIX TENOR 5 - 7 THN ADDM (PERUSAHAAN & PERORANGAN)                                  408  
NEW CAR PROGRAM IIMS - GIIAS 2015 (PERUSAHAAN & PERORANGAN)                                             401  
PENYIMPANGAN RADIUS 100-200 KM NEW CAR (PERORANGAN)                                                     386  
NEW CAR FAST TRACK APPROVAL DP 30% - 99.99% (PERORANGAN & PERUSAHAAN)                                   382  
NEW CAR DP 20% - 24.99% IIMS 2017 (PERORANGAN & PERUSAHAAN)                                             378  
NEW CAR DP 25% - 29.99% GIIAS 2016 (PERORANGAN & PERUSAHAAN)                                            377  
NEW CAR DP 25% - 29.99% IIMS 2017 (PERORANGAN & PERUSAHAAN)                                             375  
NEW PASSANGER CAR BRAND A KPM BII (PERORANGAN & PERUSAHAAN)                                             370  
NEW PASSANGER CAR FAST TRACK APPROVAL BRAND A KPM BII (PERORANGAN & PERUSAHAAN)                         346  
REFINANCING USED CAR EX BII FINANCE & NON BII FINANCE BRAND A (PERORANGAN & PERUSAHAAN)                 337  
NEW CAR DP 25% - 99.99% GIIAS 2019 (PERORANGAN)                                                         331  
NEW CAR SYARIAH DP 25% - 99.99% (PERORANGAN)                                                            317  
PAKET DP RGN NEW CAR SUBSIDI TDP KTB MITSUBISHI PAJERO,OUTLANDER,MIRAGE (PERUSAHAAN & PERORANGAN)       306  
NEW CAR (PERORANGAN)                                                                                    304  
NEW CAR SYARIAH DP 20% - 99.99% (PERORANGAN & PERUSAHAAN)                                               300  
NEW CAR PAKET DP 30% ADDB ONLOAN PROGRAM KHUSUS AKHIR TAHUN 2016 (PERUSAHAAN & PERORANGAN)              294  
NEW PASSANGER CAR BRAND B (PERORANGAN & PERUSAHAAN)                                                     281  
PROGRAM BUNGA KHUSUS TENOR 3 TAHUN (PERORANGAN & PERUSAHAAN)                                            280  
NEW CAR FAST TRACK APPROVAL BRAND A KATEGORI III                                                        273  
USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2010 BRAND A (PERORANGAN & PERUSAHAAN)                            272  
PAKET NEW CAR DP RINGAN BRAND A (PERORANGAN & PERUSAHAAN)                                               272  
PAKET NEW CAR PICKUP DP 30% ADDB & ADDM TENOR 3 - 5 TAHUN (PERORANGAN & PERUSAHAAN)                     270  
MULTIGUNA FASILITAS DANA BRAND A (PERORANGAN)                                                           262  
PROGRAM NEW CAR KKB GIIAS 2018 (PERORANGAN)                                                             262  
NEW CAR DP 30% - 99.99% GIIAS 2018 (PERORANGAN)                                                         258  
PAKET NEW CAR FIX & FIX TENOR 5 - 6 THN ADDB KPM BII (PERUSAHAAN & PERORANGAN)                          255  
PROGRAM BUNGA KHUSUS TENOR 3 TAHUN IIMS 2017 (PERORANGAN & PERUSAHAAN)                                  247  
NEW PASSANGER CAR FAST TRACK APPROVAL BRAND A KPM BII (PERORANGAN)                                      228  
NEW CAR SYARIAH (PERORANGAN & PERUSAHAAN)                                                               225  
NEW CAR KKB SYARIAH (PERORANGAN)                                                                        215  
NEW PASSANGER CAR BRAND A KPM BII (PERORANGAN)                                                          209  
USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2008 BRAND A (PERORANGAN & PERUSAHAAN)                            196  
NEW CAR DP 30% - 99.99% IIMS 2016 (PERORANGAN & PERUSAHAAN)                                             194  
NEW CAR PAKET DP 30% ADDB MASUK BUNGA ASURANSI KHUSUS (PERUSAHAAN & PERORANGAN)                         193  
NEW CAR DP 20% - 24.99% GIIAS 2016 (PERORANGAN & PERUSAHAAN)                                            191  
PROGRAM BUNGA KHUSUS TENOR 3 TAHUN PROGRAM KHUSUS MARET-APRIL 2017 (PERORANGAN & PERUSAHAAN)            188  
NEW CAR NISSAN SUBSIDI TDP NMDI (PERORANGAN & PERUSAHAAN)                                               180  
NEW CAR PRJ (PERORANGAN & PERUSAHAAN)                                                                   177  
NEW CAR KKB CUSTOMER NON RO                                                                             172  
NEW CAR SYARIAH DP 30% - 99.99% (PERORANGAN & PERUSAHAAN)                                               172  
NEW PICKUP, TRUCK & DC TENOR 1-2 TAHUN (PERORANGAN & PERUSAHAAN)                                        172  
 PENYIMPANGAN RADIUS 100-200 KM NEW CAR (PERORANGAN & PERUSAHAAN)                                       170  
NEW CAR IIMS (PERORANGAN & PERUSAHAAN)                                                                  168  
PROGRAM NEW CAR KKB GIIAS 2019 (PERORANGAN)                                                             167  
USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2011 BRAND A (PERORANGAN & PERUSAHAAN)                            164  
PROGRAM NISSAN X-TRAIL FREE INSURANCE & MAINTENANCE (PERORANGAN & PERUSAHAAN)                           158  
PENYIMPANGAN DP NEW CAR APPROVAL RM (PERORANGAN & PERUSAHAAN)                                           150  
NEW CAR PAKET DP 30% ADDB ONLOAN (PERORANGAN)                                                           145  
NEW CAR KKB SUBSIDI TDP MITSUBISHI KTB (PERORANGAN & PERUSAHAAN)                                        144  
PAKET NEW CAR DP 25% ADDM ON INTEREST (PERORANGAN & PERUSAHAAN)                                         138  
NEW CAR PAKET DP 30% ADDB ON INTEREST GIIAS 2016 (PERUSAHAAN & PERORANGAN)                              128  
PAKET NEW CAR DP 25% ADDB SUBSIDI KTB MITSUBISHI PAJERO, OUTLANDER DAN MIRAGE                           127  
NEW CAR DP 25% - 29.99% IIMS 2016 (PERORANGAN & PERUSAHAAN)                                             122  
PROGRAM USED CAR KKB                                                                                    119  
PAKET NEW CAR SUBSIDI TDP KTB MITSUBISHI (PERUSAHAAN & PERORANGAN)                                      119  
PROGRAM NEW CAR KKB EXPO (PERORANGAN & PERUSAHAAN)                                                      119  
NEW CAR PAKET DP 25% ADDB ONLOAN (PERUSAHAAN & PERORANGAN)                                              118  
PROGRAM NEW CAR KKB IIMS 2017                                                                           116  
NEW CAR MITSUBISHI SUBSIDI KTB PROGRAM IIMS - GIIAS 2015 (PERUSAHAAN & PERORANGAN)                      116  
NEW PICKUP TENOR 3 TAHUN (PERORANGAN & PERUSAHAAN)                                                      114  
NEW CAR DP 20% - 24.99% GIIAS 2018 (PERORANGAN)                                                         114  
PROGRAM NEW CAR KKB KHUSUS EXPOVERSARY (PERORANGAN)                                                     110  
PAKET NEW CAR FIX & FIX TENOR 5 - 6 THN ADDB IIMS 2013 (PERUSAHAAN & PERORANGAN)                        110  
NEW TRUCK (PERORANGAN & PERUSAHAAN)                                                                     109  
PAKET BUNGA 0% TENOR 6 BULAN KPM BII (PERORANGAN)                                                       109  
PAKET NEW CAR SUBSIDI BUNGA KTB MITSUBISHI PAJERO,OUTLANDER,MIRAGE (PERUSAHAAN & PERORANGAN)            104  
NEW PASSANGER CAR BRAND B (PERUSAHAAN & PERORANGAN)                                                     103  
PROGRAM NEW CAR DP 30% ADDB ONLOAN IIMS - GIIAS 2015 (PERUSAHAAN & PERORANGAN)                          101  
PROGRAM BUNGA KHUSUS FIX & FIX TENOR 5 TAHUN (PERORANGAN & PERUSAHAAN)                                  101  
NEW CAR ASURANSI KHUSUS KPM BII                                                                         99   
PENYIMPANGAN RADIUS 100-200 KM NEW CAR BRAND A (PERORANGAN & PERUSAHAAN)                                91   
PROGRAM NEW CAR DP 25%  ADDB ONLOAN IIMS - GIIAS 2015 (PERUSAHAAN & PERORANGAN)                         90   
NEW CAR KHUSUS PLAZA TOYOTA & AUTO 2000 (PERORANGAN & PERUSAHAAN)                                       89   
NEW CAR DP 25% - 29.99% KPM MIF (PERORANGAN & PERUSAHAAN)                                               89   
MULTIGUNA JASA BRAND A (PERORANGAN)                                                                     88   
NEW CAR PAKET DP 30% ADDB MASUK BUNGA PRJ (PERUSAHAAN & PERORANGAN)                                     88   
NEW CAR KKB FAST TRACK APPROVAL 2018 (PERORANGAN)                                                       85   
NEW PASSENGER CAR FAST TRACK APPROVAL BRAND A IIMS 2012 (PERORANGAN)                                    84   
NEW CAR CUSTOMER RO                                                                                     83   
NEW DOUBLE CABIN (PERORANGAN & PERUSAHAAN)                                                              83   
NEW CAR PAKET DP 30% ADDB ON INTEREST KPM BII (PERUSAHAAN & PERORANGAN)                                 82   
USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2009 BRAND A (PERORANGAN & PERUSAHAAN)                            77   
USED CAR TAHUN 2004-2008 BRAND A (PERORANGAN & PERUSAHAAN)                                              76   
PAKET NEW CAR MITSUBISHI PAJERO SPORT BUNGA 0% (PERORANGAN & PERUSAHAAN)                                75   
PROGRAM BUNGA KHUSUS TENOR 3 TAHUN KKB (PERORANGAN & PERUSAHAAN)                                        74   
USED CAR KHUSUS OTR LEBIH DARI 300 JUTA                                                                 74   
NEW CAR DP 30% ADDB ON INTEREST SUBSIDI TDP KTB MITSUBISHI (PERUSAHAAN & PERORANGAN)                    72   
NEW CAR FAIR KPM BII (PERORANGAN & PERUSAHAAN)                                                          70   
PROGRAM NEW CAR MARGIN KHUSUS SYARIAH ADDM (PERORANGAN & PERUSAHAAN)                                    70   
NEW CAR FAST TRACK APPROVAL DP 30% - 99.99% GIIAS 2018 (PERORANGAN)                                     70   
NEW CAR PAKET DP 20% ADDB ONLOAN SIGRA & CAYLA (PERUSAHAAN & PERORANGAN)                                69   
REFINANCING USED CAR EX BII FINANCE & NON BII FINANCE BRAND A KPM BII (PERORANGAN & PERUSAHAAN)         69   
PENYIMPANGAN RADIUS 100-200 KM NEW CAR SYARIAH (PERORANGAN)                                             69   
NEW CAR DP 25% - 99.99% (PERUSAHAAN)                                                                    68   
PENYIMPANGAN RADIUS 100-200 KM NEW CAR PROGRAM KHUSUS AKHIR TAHUN 2016 (PERORANGAN & PERUSAHAAN)        66   
NEW CAR KKB NISSAN SUBSIDI TDP NMDI (PERORANGAN & PERUSAHAAN)                                           66   
PAKET NEW CAR DP 25% ADDB HONDA MOBILIO (PERORANGAN & PERUSAHAAN)                                       65   
USED CAR BMW PREMIUM SELECTION (PERORANGAN & PERUSAHAAN)                                                65   
PAKET BUNGA 0% TENOR 1 TAHUN GIIAS 2018 (PERORANGAN)                                                    63   
NEW CAR INSENTIF KHUSUS NISSAN & DATSUN (PERUSAHAAN & PERORANGAN                                        61   
PAKET NEW CAR DP 25% ADDB KPM BII (PERORANGAN & PERUSAHAAN)                                             60   
NEW CAR ADDB INSENTIF KHUSUS NISSAN & DATSUN (PERUSAHAAN & PERORANGAN)                                  58   
PROGRAM BUNGA KHUSUS TENOR 3 TAHUN KKB IIMS 2017 (PERORANGAN & PERUSAHAAN)                              57   
PAKET NEW CAR SUBSIDI TDP KTB MITSUBISHI PAJERO,OUTLANDER,MIRAGE KPM BII (PERORANGAN & PERUSAHAAN)      56   
PROGRAM NEW CAR KKB IIMS 2019(PERORANGAN)                                                               56   
PROGRAM NEW CAR KKB KHUSUS MARET-APRIL 2017 (PERUSAHAAN & PERORANGAN)                                   55   
PAKET BUNGA 0% TENOR 6 BULAN BRAND A KPM BII (PERORANGAN & PERUSAHAAN)                                  55   
NEW CAR PAKET DP 30% ADDB MASUK BUNGA IIMS 2013 (PERUSAHAAN & PERORANGAN)                               55   
NEW CAR DP 30% - 99.99% KPM MIF PROGRAM KHUSUS AKHIR TAHUN 2016 (PERORANGAN & PERUSAHAAN)               54   
USED CAR BMW PREMIUM SELECTION (PERORANGAN)                                                             54   
PAKET NEW CAR SUBSIDI BUNGA KTB MITSUBISHI PAJERO,OUTLANDER,MIRAGE ASURANSI KHUSUS (PERORG & PERUSH)    54   
NEW PASSANGER CAR FAST TRACK APPROVAL BRAND A IIMS 2013 (PERORANGAN & PERUSAHAAN)                       54   
NEW PICKUP, TRUCK & DC TENOR 1-2 TAHUN (PERORANGAN)                                                     53   
NEW CAR PRJ 2015 (PERORANGAN & PERUSAHAAN)                                                              53   
PROGRAM NEW CAR KKB ASURANSI KHUSUS                                                                     52   
PAKET NEW CAR SUBSIDI TDP KTB MITSUBISHI ASS ALLRISK (PERORANGAN & PERUSAHAAN)                          52   
USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2008 BRAND A FAST TRACK APPROVAL (PERUSAHAAN & PERORANGAN)        52   
PENYIMPANGAN RADIUS 100-200 KM NEW CAR PROGRAM KHUSUS MARET-APRIL 2017 (PERORANGAN & PERUSAHAAN)        52   
NEW CAR DP 30% - 99.99% PRJ 2016 (PERORANGAN & PERUSAHAAN)                                              52   
PAKET BUNGA 0% TENOR 6 BULAN BRAND A IIMS 2013 (PERORANGAN & PERUSAHAAN)                                51   
NEW CAR BRAND A PROGRAM KREDIT MOBIL 1 JAM APPROVED (PERORANGAN & PERUSAHAAN)                           51   
PAKET NEW CAR MITSUBISHI PAJERO SPORT BUNGA 0 % (PERORANGAN & PERUSAHAAN)                               51   
NEW CAR DP 20% - 24.99% KPM MIF (PERORANGAN & PERUSAHAAN)                                               50   
PENYIMPANGAN DP & GY USED CAR BRAND B (PERORANGAN & PERUSAHAAN)                                         50   
PENYIMPANGAN DP & GY USED CAR BRAND A (PERORANGAN & PERUSAHAAN)                                         50   
NEW CAR SYARIAH KKB MANDIRI (PERORANGAN & PERUSAHAAN)                                                   50   
NEW CAR PAKET DP 30% ADDB MASUK BUNGA IIMS (PERUSAHAAN & PERORANGAN)                                    50   
NEW DOUBLE CABIN TENOR 3 TAHUN (PERORANGAN & PERUSAHAAN)                                                47   
NEW PASSANGER CAR BRAND B KPM BII (PERUSAHAAN & PERORANGAN)                                             47   
NEW CAR DP 30% ADDB ON INTEREST SUBSIDI KTB TDP MITSUBISHI (PERUSAHAAN & PERORANGAN)                    46   
NEW CAR DP 15% ASURANSI CASH XPANDER, NEW RUSH, NEW TERIOS, ALL NEW BRIO (PERORANGAN)                   46   
NEW CAR ERTIGA SIS (PERUSAHAAN & PERORANGAN)                                                            46   
PAKET NEW CAR SUBSIDI TDP KTB MITSUBISHI ASS KOMBINASI (PERORANGAN & PERUSAHAAN)                        46   
NEW CAR KKB CUSTOMER RO                                                                                 45   
PAKET BUNGA 0% TENOR 6 BULAN BRAND B (PERORANGAN & PERUSAHAAN)                                          45   
PROGRAM NEW CAR KKB KPM MIF                                                                             45   
USED CAR KKB (PERORANGAN)                                                                               45   
PROGRAM BUNGA KHUSUS TENOR 3 TAHUN KKB PROGRAM KHUSUS MARET-APRIL 2017 (PERORANGAN & PERUSAHAAN)        44   
NEW PICKUP KPM BII (PERORANGAN & PERUSAHAAN)                                                            44   
NEW CAR FAIR KPM MIF (PERORANGAN & PERUSAHAAN)                                                          44   
PROGRAM BUNGA FIX & FIX TENOR 5 TAHUN IIMS 2017 (PERORANGAN & PERUSAHAAN)                               43   
NEW CAR PAKET DP 25% ADDB ONLOAN (PERORANGAN)                                                           43   
NEW CAR FAST TRACK APPROVAL BUNGA KHUSUS TENOR 3 TAHUN (PERORANGAN & PERUSAHAAN)                        42   
NEW CAR DP 20% - 24.99% IIMS 2016 (PERORANGAN & PERUSAHAAN)                                             42   
USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2007 BRAND A FAST TRACK APPROVAL (PERORANGAN)                     42   
NEW CAR SYARIAH CUSTOMER NON RO                                                                         42   
PAKET DP 25% ADDB PRJ 2015 (PERORANGAN & PERUSAHAAN)                                                    41   
NEW CAR PAKET DP 30% ADDB ONLOAN IIMS 2017 (PERUSAHAAN & PERORANGAN)                                    41   
PROGRAM NEW CAR KKB KPM BII                                                                             39   
PAKET BUNGA 0% TENOR 6 BULAN KPM MIF (PERORANGAN)                                                       39   
NEW CAR DP 30% - 99.99% (PERUSAHAAN)                                                                    38   
PROGRAM NEW CAR KKB REFERAL MBI KPM REGULER MIF (PERORANGAN)                                            38   
USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2010 BRAND B (PERORANGAN & PERUSAHAAN)                            38   
NEW CAR DP 20% - 24.99% IIMS 2019 (PERORANGAN)                                                          37   
NEW CAR KREDIT PASTI MUDAH CASHBACK 1 JT                                                                36   
USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2011 BRAND B (PERORANGAN & PERUSAHAAN)                            34   
NEW CAR SYARIAH KPM BII (PERORANGAN & PERUSAHAAN)                                                       34   
NEW CAR FAST TRACK APPROVAL BUNGA 0% TENOR 1 TAHUN (PERORANGAN)                                         34   
NEW CAR PAKET DP 30% ADDB ON INTEREST KPM MIF (PERUSAHAAN & PERORANGAN)                                 34   
NEW CAR PAKET DP 30% ADDB ONLOAN GIIAS 2018 (PERORANGAN)                                                34   
PROGRAM NEW CAR KKB GIIAS 2016                                                                          33   
PENYIMPANGAN DP & GY NEW CAR (PERORANGAN & PERUSAHAAN)                                                  33   
PAKET NEW CAR DP 30% ADDM ONLOAN (PERORANGAN & PERUSAHAAN)                                              33   
NEW CAR SYARIAH DP 20% - 99.99% ASS ALLRISK (PERORANGAN & PERUSAHAAN)                                   32   
NEW CAR PAKET DP 30% ADDB ONLOAN PROGRAM KHUSUS MARET-APRIL 2017 (PERUSAHAAN & PERORANGAN)              32   
PROGRAM NEW CAR KKB (PERUSAHAAN)                                                                        32   
PENYIMPANGAN RADIUS 100-200 KM NEW CAR SYARIAH CUSTOMER NON RO                                          32   
PROGRAM NEW CAR MITSUBISHI TENOR 6 BULAN BUNGA 0% SUBSIDI TDP KTB                                       31   
 \tNEW CAR DP 25% - 29.99% KPM MIF (PERORANGAN & PERUSAHAAN)                                            31   
NEW CAR KREDIT PASTI MUDAH KKB CASHBACK 1 JT                                                            31   
NEW CAR KPM BII (PERORANGAN)                                                                            31   
PROGRAM INSENTIF NEW CAR KHUSUS HONDA                                                                   31   
PAKET NEW CAR CUSTOMER NON RO SUBSIDI TDP KTB MITSUBISHI                                                31   
PAKET HONDA TDP 19 JUTA (PERORANGAN & PERUSAHAAN)                                                       30   
PAKET NEW CAR SUBSIDI TDP KTB MITSUBISHI PAJERO,OUTLANDER,MIRAGE IIMS (PERUSAHAAN & PERORANGAN)         30   
PENYIMPANGAN RADIUS 100 - 200 KM NEW CAR BRAND A (PERORANGAN & PERUSAHAAN)                              30   
NEW CAR NISSAN FAST TRACK APPROVAL BRAND A KATEGORI II                                                  30   
USED CAR KKB (PERORANGAN & PERUSAHAAN)                                                                  30   
PENYIMPANGAN RADIUS 100-200 KM NEW CAR SYARIAH (PERORANGAN & PERUSAHAAN)                                29   
PAKET BUNGA 0% TENOR 6 BULAN GIIAS 2016 (PERORANGAN)                                                    29   
NEW PASSANGER CAR BRAND A KPM BII IIMS 2013 (PERUSAHAAN & PERORANGAN)                                   29   
PAKET BUNGA 0% TENOR 1 TAHUN SUBSIDI TDP KTB MITSUBISHI                                                 28   
PKT DP RGN NEW CAR SUBSIDI TDP KTB MITSBISHI PJRO,OUTLANDER,MIRAGE KPM BII (PERUSAHAAN & PERORANGAN)    28   
NEW CAR ERTIGA SIS PROGRAM KHUSUS AKHIR TAHUN 2016 (PERUSAHAAN & PERORANGAN)                            28   
NEW CAR DP 30% - 99.99% GIIAS SBY 2016 (PERORANGAN & PERUSAHAAN                                         28   
USED CAR TAHUNA                                                                                         28   
USED CAR TAHUN 2003 - 2007 BRAND A (PERORANGAN & PERUSAHAAN)                                            28   
PAKET NEW CAR DP 20% SUBSIDI TDP KTB MITSUBISHI (PERORANGAN & PERUSAHAAN)                               28   
PENYIMPANGAN DP NEW CAR APPROVAL RM                                                                     28   
PENYIMPANGAN DP & GY USED CAR BRAND A (PERORANGAN)                                                      28   
USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2006 BRAND A FAST TRACK APPROVAL                                  28   
NEW CAR PAKET DP 30% ADDB ON INTEREST IIMS 2016 (PERUSAHAAN & PERORANGAN)                               28   
PROGRAM NEW CAR MARGIN KHUSUS SYARIAH ADDB (PERORANGAN & PERUSAHAAN)                                    27   
PAKET NEW CAR MITSUBISHI OUTLANDER BUNGA 0% (PERUSAHAAN & PERORANGAN)                                   27   
PENYIMPANGAN NEW CAR KREDIT PASTI MUDAH CASHBACK 1 JT                                                   27   
NEW CAR NISSAN SUBSIDI TDP NMDI ASS KOMBINASI (PERORANGAN & PERUSAHAAN)                                 27   
USED CAR TAHUN 2003-2007 BRAND A (PERORANGAN & PERUSAHAAN)                                              27   
PAKET NEW CAR FIX & FIX TENOR 5 - 7 THN ADDM KPM BII (PERUSAHAAN & PERORANGAN)                          27   
NEW CAR DP 25% - 29.99% (PERUSAHAAN)                                                                    26   
PAKET 30% ADDB PRJ 2015 (PERORANGAN & PERUSAHAAN)                                                       26   
NEW DOUBLE CABIN (PERORANGAN)                                                                           25   
PAKET BUNGA 0% TENOR 1 TAHUN GIIAS 2019 (PERORANGAN)                                                    25   
NEW CAR SYARIAH DP 30% - 99.99% GIIAS 2016 (PERORANGAN & PERUSAHAAN)                                    25   
NEW CAR DP 30% - 99.99% KPM MIF GIIAS 2016 (PERORANGAN & PERUSAHAAN)                                    25   
NEW PASSENGER CAR DP MIN. 30% PO MANUAL BRAND A & BRAND B IIMS 2013                                     25   
NEW CAR NISSAN-DATSUN SUBSIDI NMDI                                                                      24   
PENYIMPANGAN RADIUS 100-200 KM NEW CAR ASS KOMBINASI (PERORANGAN & PERUSAHAAN)                          24   
PAKET NEW CAR KKB SUBSIDI TDP KTB MITSUBISHI (PERORANGAN & PERUSAHAAN)                                  24   
 \tUSED CAR LEBIH ATAU SAMA DENGAN TAHUN 2012 BRAND A (PERORANGAN & PERUSAHAAN)                         24   
PENYIMPANGAN DP & GY NEW CAR PROGRAM KHUSUS MARET-APRIL 2017 (PERORANGAN & PERUSAHAAN)                  24   
PENYIMPANGAN DP & GY NEW CAR APPROVAL MD (PERORANGAN)                                                   24   
PENYIMPANGAN RADIUS 100-200 KM NEW CAR SYARIAH ASS KOMBINASI (PERORANGAN & PERUSAHAAN)                  23   
USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2007 BRAND A FAST TRACK APPROVAL                                  23   
USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2008 BRAND B (PERORANGAN & PERUSAHAAN)                            23   
USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2010 BRAND A KPM BII (PERORANGAN & PERUSAHAAN)                    23   
USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2008 BRAND A FAST TRACK APPROVAL (PERORANGAN & PERUSAHAAN)        23   
NEW TRUCK KPM BII (PERORANGAN & PERUSAHAAN)                                                             23   
NEW CAR CUSTOMER NON RO NISSAN SUBSIDI TDP NMDI                                                         22   
NEW CAR DP 25% - 29.99% PRJ 2016 (PERORANGAN & PERUSAHAAN)                                              22   
PAKET NEW CAR PICKUP SUZUKI DP 25 ADDB & ADDM TENOR 1-2 TAHUN (PERORANGAN & PERUSAHAAN)                 22   
USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2009 BRAND A FAST TRACK APPROVAL (PERUSAHAAN & PERORANGAN)        22   
USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2012 BRAND B (PERORANGAN & PERUSAHAAN)                            22   
NEW CAR KKB MANDIRI MITSUBISHI SUBSIDI TDP KTB (PERORANGAN & PERUSAHAAN)                                22   
PAKET HONDA TDP 19 JUTA PRJ 2015 (PERORANGAN & PERUSAHAAN)                                              22   
PENYIMPANGAN DP & GY NEW CAR APPROVAL MD (PERORANGAN & PERUSAHAAN)                                      22   
USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2015 BRAND A (PERORANGAN)                                         22   
NEW CAR DP 20% - 24.99% GIIAS 2019 (PERORANGAN)                                                         22   
NEW CAR DP 20% - 24.99% (PERUSAHAAN)                                                                    21   
NEW CAR FAST TRACK APPROVAL DP 30% - 99.99% IIMS 2017 (PERORANGAN & PERUSAHAAN)                         21   
PROGRAM NEW CAR KKB REFERAL MBI KPM REGULAR MIF (PERORANGAN & PERUSAHAAN)                               21   
PAKET NEW CAR DP RINGAN BRAND A KPM BII (PERORANGAN & PERUSAHAAN)                                       21   
NEW CAR DP 15% ASURANSI CASH UNTUK XPANDER, NEW RUSH DAN NEW TERIOS (PERORANGAN)                        21   
PAKET NEW CAR SUBSIDI KTB MITSUBISHI PROGRAM KHUSUS AKHIR TAHUN 2016 (PERUSAHAAN & PERORANGAN)          21   
PAKET NEW CAR SUBSIDI TDP KTB MITSUBISHI SYARIAH (PERUSAHAAN & PERORANGAN)                              20   
PAKET BUNGA 0% TENOR 6 BULAN IIMS 2017 (PERORANGAN)                                                     20   
NEW CAR DP 20% NISSAN SUBSIDI TDP NMDI (PERORANGAN & PERUSAHAAN)                                        20   
PENYIMPANGAN RADIUS 100-200 KM NEW CAR CUSTOMER NON RO                                                  20   
NEW PASSANGER CAR BRAND B IIMS 2013 (PERUSAHAAN & PERORANGAN)                                           20   
REFINANCING USED CAR EX BII FINANCE & NON BII FINANCE BRAND A (PERORANGAN)                              19   
NEW CAR SYARIAH DP 25% - 29.99% GIIAS 2018 (PERORANGAN)                                                 19   
PAKET NEW CAR SUBSIDI TDP KTB MITSUBISHI PAJERO,OUTLANDER,MIRAGE ASURANSI KHUSUS (PERUSH & PEROG)       19   
NEW PICKUP CUSTOMER NON RO                                                                              19   
NEW CAR NISSAN SUBSIDI TDP NMDI ASS ALLRISK (PERORANGAN & PERUSAHAAN)                                   19   
PENYIMPANGAN NEW CAR KREDIT PASTI MUDAH KKB CASHBACK 1JT                                                19   
 NEW CAR DP 30% - 99.99% PROGRAM KHUSUS MARET-APRIL 2017 KPM MIF (PERORANGAN & PERUSAHAAN)              19   
NEW CAR DP 25% - 29.99% GIIAS SBY 2016 (PERORANGAN & PERUSAHAAN)                                        19   
NEW CAR CUSTOMER NON RO KKB MITSUBISHI SUBSIDI TDP KTB                                                  19   
PROGRAM NEW CAR KKB KPM MIF (PERORANGAN)                                                                19   
NEW CAR SYARIAH DP 20% - 99.99% ASS KOMBINASI(PERORANGAN & PERUSAHAAN)                                  19   
NEW COMMERCIAL CAR (PERORANGAN & PERUSAHAAN)                                                            19   
NEW CAR SYARIAH DP 25% - 29.99% (PERORANGAN & PERUSAHAAN)                                               18   
PROGRAM NEW CAR COP KARYAWAN KIA                                                                        18   
NEW CAR SYARIAH DP 30% - 99.99% KPM MIF (PERORANGAN & PERUSAHAAN)                                       18   
NEW CAR ASURANSI KHUSUS PRJ                                                                             18   
PAKET NEW CAR MITSUBISHI OUTLANDER BUNGA 0% (PERORANGAN & PERUSAHAAN)                                   18   
PROGRAM NEW CAR COP PT PUNINAR FLEET KPM BII                                                            18   
NEW PASSENGER CAR BALLOON PAYMENT                                                                       18   
NEW TRUCK TENOR 3 TAHUN (PERORANGAN & PERUSAHAAN)                                                       18   
NEW FORD CAR (PERORANGAN & PERUSAHAAN)                                                                  18   
USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2013 BRAND A (PERORANGAN)                                         18   
NEW CAR DP 20% - 99.99% REFERAL MBI KPM REGULAR MIF (PERORANGAN & PERUSAHAAN)                           18   
NEW CAR PAKET DP 30% ADDB ON INTEREST PRJ 2016 (PERUSAHAAN & PERORANGAN)                                18   
NEW CAR MITSUBISHI XPANDER GRATIS CICILAN ATAU CASHBACK SUBSIDI KTB (PERORANGAN & PERUSAHAAN)           18   
NEW CAR DP 25% - 29.99% KPM MIF GIIAS 2016 (PERORANGAN & PERUSAHAAN)                                    18   
 \tUSED CAR KKB (PERORANGAN & PERUSAHAAN)                                                               17   
NEW CAR KHUSUS PLAZA TOYOTA & AUTO 2000 ADDB ONLOAN (PERORANGAN & PERUSAHAAN)                           17   
PAKET WULING CONFERO DAN CORTEZ DP 25 - 99.99% ADDM ASURANSI CASH (PERORANGAN)                          17   
NEW CAR SUBSIDI TDP KTB MITSUBISHI SYARIAH (PERORANGAN & PERUSAHAAN)                                    17   
PENYIMPANGAN RADIUS 100-200 KM NEW CAR ASS ALLRISK (PERORANGAN & PERUSAHAAN)                            17   
PROGRAM NISSAN X-TRAIL BUNGA MULAI 2.00% (PERORANGAN & PERUSAHAAN)                                      17   
NEW CAR PROGRAM IIMS - GIIAS 2015 KHUSUS SYARIAH (PERUSAHAAN & PERORANGAN)                              17   
NEW CAR BUNGA 0% SUBSIDI MG                                                                             17   
PENYIMPANGAN RADIUS 100-200 KM NEW CAR GIIAS 2018 (PERORANGAN)                                          17   
USED CAR TAHUN 2002 - 2006 BRAND A FAST TRACK APPROVAL (PERORANGAN)                                     17   
NEW CAR FAST TRACK APPROVAL BRAND A KATEGORI IV & V                                                     16   
NEW MOTORCYCLE (PERORANGAN)                                                                             16   
PAKET BUNGA 0% TENOR 6 BULAN IIMS (PERORANGAN)                                                          16   
NEW CAR ERTIGA SIS GIIAS 2016 (PERUSAHAAN & PERORANGAN)                                                 16   
PENYIMPANGAN RADIUS 100-200 KM NEW CAR IIMS 2017 (PERORANGAN & PERUSAHAAN)                              16   
PROGRAM NEW CAR MARGIN KHUSUS SYARIAH ADDM KPM BII (PERORANGAN & PERUSAHAAN)                            16   
NEW CAR CLUSTER A KPM MIF (PERORANGAN)                                                                  16   
NEW CAR DP 20% - 24.99% PROGRAM KHUSUS MARET-APRIL 2017 KPM MIF (PERORANGAN & PERUSAHAAN)               16   
NEW CAR PENANGGUHAN ANGSURAN 1 BULAN (PERORANGAN & PERUSAHAAN)                                          16   
NEW CAR POMA 08-12 APRIL 2015 (PERORANGAN & PERUSAHAAN)                                                 16   
PROGRAM NEW CAR COP PT PUNINAR FLEET KPM MIF                                                            15   
PAKET NEW CAR FIX & FIX DP 30% ADDB MASUK BUNGA (PERUSAHAAN & PERORANGAN)                               15   
NEW CAR NISSAN BUNGA 0% 1 TAHUN SUBSIDI TDP NMDI (PERORANGAN & PERUSAHAAN)                              15   
NEW CAR PROGRAM COP HPM ASURANSI CASH                                                                   15   
PAKET SUZUKI PICKUP KERJASAMA SIS DP 20-25% ONLOAN TENOR 3 - 4 TAHUN (PERORANGAN & PERUSAHAAN)          15   
PROGRAM USED CAR KKB KPM BII                                                                            15   
USED CAR TAHUN 2001 - 2005 BRAND A FAST TRACK APPROVAL                                                  15   
NEW CAR PROGRAM IIMS - GIIAS 2015 KPM BII (PERUSAHAAN & PERORANGAN)                                     15   
NEW CAR DP 30% - 99.99% KPM FAIR MIF PROGRAM KHUSUS AKHIR TAHUN 2016 (PERORANGAN & PERUSAHAAN)          14   
NEW CAR DP 30% - 99.99% IIMS 2017 KPM MIF (PERORANGAN & PERUSAHAAN)                                     14   
PROGRAM MITSUBISHI SUBSIDI KTB DP 30% ADDB ONLOAN IIMS - GIIAS 2015 (PERUSAHAAN & PERORANGAN)           14   
PAKET BUNGA 0% TENOR 1 TAHUN IIMS 2019 (PERORANGAN)                                                     14   
PENYIMPANGAN DP & GY NEW PASSANGER CAR BRAND B,PICKUP,TRUCK & DC (PERORANGAN & PERUSAHAAN)              14   
PAKET NEW CAR SUBSIDI KTB MITSUBISHI GIIAS 2016 (PERUSAHAAN & PERORANGAN)                               14   
PAKET NEW CAR PICKUP SUZUKI DP 20% ONLOAN ADDB & ADDM KPM BII (PERORANGAN & PERUSAHAAN)                 14   
PAKET NEW CAR SUBSIDI BUNGA KTB MITSUBISHI PAJERO,OUTLANDER,MIRAGE KPM BII (PERORANGAN & PERUSAHAAN)    14   
USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2011 BRAND A KPM BII (PERORANGAN & PERUSAHAAN)                    13   
PROGRAM NEW CAR KKB KHUSUS EXPOVERSARY IIMS 2019(PERORANGAN)                                            13   
NEW CAR DP 30% ADDB ON INTEREST SUBSIDI TDP MITSUBISHI (PERUSAHAAN & PERORANGAN)                        13   
NEW CAR DP 25% - 29.99% KPM MIF PROGRAM KHUSUS AKHIR TAHUN 2016 (PERORANGAN & PERUSAHAAN)               13   
PAKET DP 30% ADDB MITSUBISHI SUBSIDI KTB PRJ 2015 (PERORANGAN & PERUSAHAAN)                             13   
PROGRAM NEW CAR KKB REFERAL MBI KPM PREMIER MIF (PERORANGAN)                                            13   
PROGRAM BUNGA KHUSUS MARET-APRIL 2017 FIX & FIX TENOR 5 TAHUN (PERORANGAN & PERUSAHAAN)                 13   
PAKET DP RGN NEW CAR SUBSIDI BUNGA KTB MITSUBISHI PAJERO,OUTLANDER,MIRAGE (PERUSAHAAN & PERORANGAN)     13   
PAKET SUZUKI ERTIGA KERJASAMA SIS DP 20-30% ONLOAN (PERORANGAN & PERUSAHAAN)                            13   
USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2008 BRAND A KPM BII (PERORANGAN & PERUSAHAAN)                    13   
NEW CAR DP 25% - 99.99% REFERAL MBI KPM REGULER MIF (PERORANGAN)                                        13   
NEW CAR FAST TRACK APPROVAL DP 30% - 99.99% KPM MIF (PERORANGAN & PERUSAHAAN)                           13   
NEW CAR INSENTIF KHUSUS NISSAN (PERUSAHAAN & PERORANGAN)                                                12   
USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2009 BRAND A (PERORANGAN)                                         12   
NEW CAR SYARIAH DP 25% - 99.99% IIMS 2019 (PERORANGAN)                                                  12   
NEW CAR KKB SUBSIDI TDP KTB MITSUBISHI SYARIAH (PERORANGAN & PERUSAHAAN)                                12   
USED CAR ASURANSI KHUSUS                                                                                12   
NEW CAR POMA 08-12 APRIL 2015 DP 25% ADDB (PERUSAHAAN & PERORANGAN)                                     12   
NEW CAR DP 25% - 29.99% GIIAS 2018 (PERUSAHAAN)                                                         12   
PAKET MITSUBISHI PAJERO SPORT BUNGA MULAI 0% KPM BII (PERORANGAN & PERUSAHAAN)                          12   
PAKET DP 25% ADDB MITSUBISHI SUBSIDI KTB PRJ 2015 (PERORANGAN & PERUSAHAAN)                             12   
PAKET NEW CAR FIX & FIX TENOR 5 - 7 THN ADDM IIMS 2013 (PERUSAHAAN & PERORANGAN)                        11   
NEW CAR DP 30% - 99.99% PRI 2016 (PERORANGAN & PERUSAHAAN)                                              11   
NEW CAR KPM BII CLUSTER A (PERORANGAN & PERUSAHAAN)                                                     11   
NEW CAR SYARIAH KKB CUSTOMER NON RO                                                                     11   
PENYIMPANGAN RADIUS 100-200 KM USED CAR BRAND A (PERORANGAN & PERUSAHAAN)                               11   
USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2013 BRAND B (PERORANGAN)                                         11   
NEW CAR PAKET DP 20% ADDB ONLOAN SIGRA, CAYLA & DATSUN CROSS(PERORANGAN)                                11   
NEW CAR DP 20% - 24.99% PRJ 2016 (PERORANGAN & PERUSAHAAN)                                              11   
PROGRAM BUNGA KHUSUS TENOR 3 TAHUN (PERUSAHAAN)                                                         11   
NEW CAR KKB SYARIAH (PERORANGAN & PERUSAHAAN)                                                           11   
NEW CAR DP 25% - 99.99% KPM MIF (PERORANGAN)                                                            11   
NEW PICKUP SUZUKI TENOR 4 TAHUN (PERORANGAN & PERUSAHAAN)                                               11   
USED CAR LEBIH ATAU SAMA TAHUN 2008 BRAND A FAST TRACK APPROVAL KPM BII (PERORANGAN & PERUSAHAAN)       11   
NEW CAR PAKET DP 30% ADDB MASUK BUNGA ASURANSI KHUSUS KPM BII (PERUSAHAAN & PERORANGAN)                 11   
NEW PICKUP FLEET TENOR 3 TAHUN (PERORANGAN & PERUSAHAAN)                                                11   
USED CAR TAHUN 2004-2008 BRAND A FAST TRACK APPROVAL (PERUSAHAAN & PERORANGAN)                          11   
NEW CAR KKB FAST TRACK APPROVAL 2017 (PERORANGAN & PERUSAHAAN)                                          11   
PENYIMPANGAN RADIUS 100-200 KM NEW CAR KKB (PERORANGAN)                                                 10   
USED CAR TAHUN 2003-2007 BRAND A FAST TRACK APPROVAL (PERUSAHAAN & PERORANGAN)                          10   
PROGRAM NEW CAR DP 25% ADDM ONLOAN IIMS - GIIAS 2015 (PERORANGAN & PERUSAHAAN)                          10   
NEW PICKUP SUZUKI BUNGA 0% 1 TAHUN 2020 (PERORANGAN)                                                    10   
PAKET NEW CAR MITSUBISHI PAJERO SPORT BUNGA 0% IIMS 2013 (PERORANGAN & PERUSAHAAN)                      10   
PROGRAM TRAX SUBSIDI GM                                                                                 10   
PENYIMPANGAN NEW CAR KKB KREDIT PASTI MUDAH CASHBACK 1 JT                                               10   
USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2009 BRAND B (PERORANGAN & PERUSAHAAN)                            10   
PAKET HONDA TDP 17 JUTA IIMS - GIIAS 2015 (PERORANGAN & PERUSAHAAN)                                     10   
USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2011 BRAND A KPM MIF (PERORANGAN & PERUSAHAAN)                    10   
PENYIMPANGAN DP & GY USED CAR BRAND B (PERORANGAN)                                                      10   
PENYIMPANGAN RADIUS 100-200 KM NEW CAR KKB (PERORANGAN & PERUSAHAAN)                                    10   
NEW CAR KHUSUS FLEET (PERORANGAN & PERUSAHAAN)                                                          10   
PROGRAM BUNGA KHUSUS FIX & FIX TENOR 5 TAHUN KKB (PERORANGAN & PERUSAHAAN)                              10   
PROGRAM BUNGA KHUSUS TENOR 3 TAHUN IIMS 2017 KPM MIF (PERORANGAN & PERUSAHAAN)                          10   
PENYIMPANGAN DP & GY NEW PASSANGER CAR BRAND B, PICKUP, TRUCK & DC (PERORANGAN & PERUSAHAAN)            9    
PROGRAM NEW CAR KKB KHUSUS MARET-APRIL 2017 KPM MIF (PERUSAHAAN & PERORANGAN)                           9    
PROGRAM TRAX SUBSIDI GM IIMS 2017                                                                       9    
USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2009 BRAND A KPM BII (PERORANGAN & PERUSAHAAN)                    9    
USED CAR TAHUN 2002 - 2006 BRAND A FAST TRACK APPROVAL                                                  9    
NEW PASSANGER CAR BRAND A (PERUSAHAAN)                                                                  9    
PAKET NEW CAR SUBSIDI TDP KTB MITSUBISHI GIIAS 2018 (PERORANGAN & PERUSAHAAN)                           9    
NEW SYARIAH (PERORANGAN & PERUSAHAAN)                                                                   9    
NEW CAR MITSUBISHI SUBSIDI KTB PRJ 2015 (PERORANGAN & PERUSAHAAN)                                       9    
PENYIMPANGAN NEW CAR KREDIT PASTI MUDAH CASHBACK 1JT                                                    9    
NEW CAR DP 20% - 24.99% KPM MIF PROGRAM KHUSUS AKHIR TAHUN 2016 (PERORANGAN & PERUSAHAAN)               9    
NEW CAR KPM FAIR KPM BII DISCOUNT ADMIN 50% (PERORANGAN & PERUSAHAAN)                                   9    
PAKET BUNGA 0% TENOR 6 BULAN GIIAS 2018 (PERORANGAN)                                                    9    
PROGRAM NEW CAR KHUSUS KPM FAIR 2017                                                                    9    
USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2012 BRAND A (PERORANGAN & PERUSAHAAN)                            9    
NEW CAR PAKET DP 30% ADDB MASUK BUNGA ASURANSI KHUSUS PRJ (PERUSAHAAN & PERORANGAN)                     9    
PAKET NEW CAR MITSUBISHI PAJERO SPORT BUNGA 0% ASURANSI KHUSUS (PERORANGAN & PERUSAHAAN)                9    
PROGRAM BUNGA KHUSUS TENOR 3 TAHUN PROGRAM KHUSUS MARET-APRIL 2017 KPM MIF (PERORANGAN & PERUSAHAAN)    9    
USED CAR SYARIAH (PERORANGAN)                                                                           8    
PAKET NEW CAR DP 25% ADDB HONDA MOBILIO KPM BII (PERORANGAN & PERUSAHAAN)                               8    
PROGRAM NEW CAR KKB SYARIAH                                                                             8    
NEW PICKUP KKB (PERORANGAN & PERUSAHAAN)                                                                8    
PAKET NEW CAR DP 30% ADDB ONLOAN SYARIAH (PERORANGAN & PERUSAHAAN)                                      8    
PAKET NEW CAR GANJIL ATAU HAMIL (PERORANGAN & PERUSAHAAN)                                               8    
PAKET NEW FORTUNER & NEW PAJERO DP 20% (PERORANGAN & PERUSAHAAN)                                        8    
PROGRAM BUNGA KHUSUS TENOR 3 TAHUN KPM MIF (PERORANGAN & PERUSAHAAN)                                    8    
NEW CAR KKB XPANDER GRATIS CICILAN ATAU CASHBACK SUBSIDI KTB (PERORANGAN & PERUSAHAAN)                  8    
NEW CAR PAKET DP 25% ADDB ONLOAN PROGRAM KHUSUS AKHIR TAHUN 2016 (PERUSAHAAN & PERORANGAN)              8    
NEW COMMERCIAL CAR KPM BII (PERORANGAN & PERUSAHAAN)                                                    8    
NEW CAR NISSAN CASHBACK SUBSIDI NMDI (PERORANGAN & PERUSAHAAN)                                          8    
PROGRAM NEW CAR KKB ASURANSI KHUSUS KPM BII                                                             8    
NEW PASSANGER CAR FAST TRACK APPROVAL BRAND A (PERUSAHAAN)                                              8    
NEW MOTORCYCLE (PERORANGAN & PERUSAHAAN)                                                                8    
PAKET NEW CAR PICKUP DP 30% ADDB & ADDM KPM BII (PERORANGAN & PERUSAHAAN)                               8    
PAKET NEW CAR MITSUBISHI OUTLANDER BUNGA 0% IIMS 2013 (PERORANGAN & PERUSAHAAN)                         8    
USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2014 BRAND A (PERORANGAN)                                         8    
PROGRAM NISSAN X-TRAIL FREE INSURANCE & MAINTENANCE KPM BII (PERORANGAN & PERUSAHAAN)                   8    
PROGRAM NEW CAR SYARIAH KPM BII FAIR (PERORANGAN & PERUSAHAAN)                                          8    
NEW CAR KREDIT PASTI MUDAH BUNGA 0% 1 TAHUN                                                             7    
NEW CAR PAKET 30% ADDB ON INTEREST COP FLEET KPM BII (PERUSAHAAN & PERORANGAN)                          7    
NEW PICKUP SUZUKI BUNGA 0% 1 TAHUN 2021 (PERORANGAN)                                                    7    
NEW CAR 0% 1 TAHUN WULING ARISTA                                                                        7    
PROGRAM MITSUBISHI SUBSIDI KTB DP 25% ADDB ONLOAN IIMS - GIIAS 2015 (PERUSAHAAN & PERORANGAN)           7    
PAKET NEW FIX & FIX TENOR 72 BULAN ADDB MASUK BUNGA (PERUSAHAAN & PERORANGAN)                           7    
PENYIMPANGAN DP & GY USED PASSANGER CAR BRAND B (PERORANGAN & PERUSAHAAN)                               7    
NEW CAR FAST TRACK APPROVAL BUNGA KHUSUS TENOR 3 TAHUN IIMS 2017 (PERORANGAN & PERUSAHAAN)              7    
PAKET NEW CAR SUBSIDI KTB MITSUBISHI IIMS 2017 (PERUSAHAAN & PERORANGAN)                                7    
NEW CAR INSENTIF KHUSUS NISSAN & DATSUN KPM BII (PERUSAHAAN & PERORANGAN)                               7    
NEW CAR KKB FAST TRACK APPROVAL GIIAS 2018 (PERORANGAN)                                                 7    
USED CAR TAHUN 2003 - 2007 BRAND A FAST TRACK APPROVAL (PERORANGAN & PERUSAHAAN)                        7    
NEW CAR PIK 2 FAIR (PERORANGAN & PERUSAHAAN)                                                            7    
PAKET BUNGA 0% TENOR 1 TAHUN REFERAL MBI KPM REGULAR MIF (PERORANGAN)                                   7    
MULTIGUNA FASILITAS DANA BRAND B (PERORANGAN)                                                           7    
PAKET BUNGA 0% TENOR 1 TAHUN KPM MIF (PERORANGAN)                                                       7    
NEW PASSANGER CAR FAST TRACK APPROVAL BRAND A KPM BII                                                   7    
NEW CAR PAKET DP 30% ADDB MASUK BUNGA SYARIAH (PERUSAHAAN & PERORANGAN)                                 7    
NEW CAR SYARIAH NISSAN SUBSIDI TDP NMDI (PERORANGAN & PERUSAHAAN)                                       7    
USED CAR TAHUN 2004-2008 BRAND B (PERORANGAN & PERUSAHAAN)                                              7    
NEW CAR CUSTOMER NON RO KKB NISSAN SUBSIDI TDP NMDI                                                     7    
PKT DP RGN NEW CAR SUBSDI TDP KTB MITSBSHI PJR,OUTLANDER,MIRAGE IIMS (PERUSAHAAN & PERORANGAN)          7    
PROGRAM NEW CAR KKB KHUSUS AKHIR TAHUN 2016                                                             7    
PAKET NEW CAR SUBSIDI KTB MITSUBISHI PROGRAM KHUSUS MARET-APRIL 2017 (PERUSAHAAN & PERORANGAN)          7    
NEW CAR PAKET GANJIL ATAU HAMIL (PERORANGAN & PERUSAHAAN)                                               7    
NEW CAR DP 20% - 24.99% IIMS 2017 KPM MIF (PERORANGAN & PERUSAHAAN)                                     7    
NEW PICKUP, TRUCK & DC TENOR 1-2 TAHUN GIIAS 2018 (PERORANGAN)                                          6    
NEW CAR KHUSUS PLAZA TOYOTA & AUTO 2000 KPM BII (PERORANGAN & PERUSAHAAN)                               6    
PKT NEW CAR DP 20% ADDB ONLOAN NEW AVANZA, NEW XENIA, NEW ERTIGA (PRGN & PRSHN)                         6    
NEW FORD CAR ADDB ASURANSI FULL MASUK BUNGA (PERORANGAN & PERUSAHAAN)                                   6    
USED CAR ASURANSI KHUSUS KPM BII                                                                        6    
PAKET BUNGA 0% TENOR 6 BULAN BRAND B KPM BII (PERORANGAN & PERUSAHAAN)                                  6    
NEW TRUCK REFERAL MBI KPM REGULER MIF (PERORANGAN & PERUSAHAAN)                                         6    
PENYIMPANGAN RADIUS 100-200 KM NEW CAR SUBSIDI TDP KTB MITSUBISHI (PERORANGAN & PERUSAHAAN)             6    
NEW CAR FAST TRACK APPROVAL BUNGA KHUSUS TENOR 3 TAHUN KKB (PERORANGAN)                                 6    
NEW PASSANGER CAR BRAND A EVENT BII MAYBANK KPM BII (PERORANGAN & PERUSAHAAN)                           6    
NEW CAR DP 30% - 99.99% KPM MIF IIMS 2016 (PERORANGAN & PERUSAHAAN)                                     6    
NEW CAR KKB FAST TRACK APPROVAL 2019 (PERORANGAN)                                                       6    
NEW CAR PAKET DP 25% ADDB ONLOAN PRJ 2016 (PERUSAHAAN & PERORANGAN)                                     6    
NEW PICKUP, TRUCK & DOUBLE CABIN IIMS 2013 (PERORANGAN & PERUSAHAAN)                                    6    
NEW CAR PAKET DP 25% ADDB ONLOAN GIIAS 2018 (PERORANGAN)                                                6    
NEW CAR SYARIAH DP 25% - 99.99% GIIAS 2019 (PERORANGAN)                                                 6    
PAKET BUNGA 0% TENOR 1 TAHUN REFERAL MBI KPM PREMIER MIF (PERORANGAN)                                   6    
NEW DOUBLE CABIN KPM BII (PERORANGAN & PERUSAHAAN)                                                      6    
NEW CAR DP 30% ADDB ON INTEREST SUBSIDI BUNGA KTB MITSUBISHI (PERUSAHAAN & PERORANGAN)                  6    
PENYIMPANGAN NEW CAR KREDIT PASTI MUDAH CASHBACK 1JT FLASH SALE                                         6    
PENYIMPANGAN DP & GY NEW CAR APPROVAL MD ASS KOMBINASI (PERORANGAN & PERUSAHAAN)                        6    
PROGRAM NEW CAR DP 30% ADDB ONLOAN IIMS - GIIAS 2015 KPM BII (PERUSAHAAN & PERORANGAN)                  6    
REFINANCING USED CAR ASURANSI KHUSUS EX BII FINANCE & NON BII FINANCE (PERORANGAN & PERUSAHAAN)         6    
NEW CAR SYARIAH CUSTOMER RO                                                                             6    
NEW FINANCIAL LEASE COMMERCIAL CAR (PERORANGAN & PERUSAHAAN)                                            6    
NEW CAR KKB NISSAN CASHBACK SUBSIDI NMDI (PERORANGAN & PERUSAHAAN)                                      6    
PROGRAM USED CAR KKB ASURANSI KHUSUS                                                                    6    
NEW PICKUP, TRUCK & DC TENOR 1-2 TAHUN KPM BII (PERORANGAN & PERUSAHAAN)                                6    
PENYIMPANGAN RADIUS 100-200 KM NEW CAR SYARIAH ASS ALLRISK (PERORANGAN & PERUSAHAAN)                    6    
NEW CAR DP 25% - 29.99% PROGRAM KHUSUS MARET-APRIL 2017 KPM MIF (PERORANGAN & PERUSAHAAN)               6    
NEW COMMERCIAL CAR TENOR 3 TAHUN (PERORANGAN & PERUSAHAAN)                                              5    
NEW CAR CUSTOMER NON RO KPM REGULAR                                                                     5    
PROGRAM NEW CAR KKB KHUSUS EXPOVERSARY KPM MIF (PERORANGAN)                                             5    
NEW CAR SYARIAH DP 20% - 24.99% (PERORANGAN & PERUSAHAAN)                                               5    
NEW CAR NISSAN FAST TRACK APPROVAL BRAND A KATEGORI III                                                 5    
NEW CAR KKB MANDIRI REFERAL MBI KPM REGULAR (PERORANGAN & PERUSAHAAN)                                   5    
NEW CAR KKB SYARIAH NISSAN SUBSIDI TDP NMDI (PERORANGAN & PERUSAHAAN)                                   5    
PENYIMPANGAN DP & GY USED PASSANGER CAR BRAND A (PERORANGAN & PERUSAHAAN)                               5    
PAKET NEW CAR CUSTOMER RO SUBSIDI TDP KTB MITSUBISHI                                                    5    
NEW CAR DP 30% ADDB ON INTEREST SUBSIDI TDP KTB MITSUBISHI KPM BII (PERUSAHAAN & PERORANGAN)            5    
 PENYIMPANGAN NEW CAR KREDIT PASTI MUDAH                                                                5    
NEW CAR DP 25% - 29.99% IIMS 2017 KPM MIF (PERORANGAN & PERUSAHAAN)                                     5    
PROGRAM NEW CAR KKB REFERAL MBI KPM PREMIER MIF (PERORANGAN & PERUSAHAAN)                               5    
PENYIMPANGAN DP NEW CAR APPROVAL KADIV                                                                  5    
MULTIGUNA FASILITAS DANA BRAND A REFERAL KPM REGULER MIF (PERORANGAN)                                   5    
PENYIMPANGAN DP & GY NEW CAR KPM MIF (PERORANGAN & PERUSAHAAN)                                          5    
NEW CAR BEMOO VIRTUAL EVENT MITSUBISHI CASHBACK 1JT                                                     5    
NEW CAR PAKET DP 20% ADDB ONLOAN SIGRA & CAYLA PROGRAM KHUSUS MARET APRIL 2017 (PERUSAHAAN & PRGN)      5    
PENYIMPANGAN DP & GY MULTIGUNA FASILITAS DANA BRAND A (PERORANGAN)                                      5    
NEW CAR DP 25% - 29.99% PRI 2016 (PERORANGAN & PERUSAHAAN)                                              5    
PAKET BUNGA 0% TENOR 6 BULAN PRJ (PERORANGAN)                                                           5    
PKT NEW CAR SUBSIDI BNG KTB MITSUBISHI PAJERO,OUTLANDER,MIRAGE ASRASI KHUSUS KPM BII (PERORG & PERS)    5    
NEW CAR PAKET DP 30% ADDB ONLOAN (PERUSAHAAN)                                                           5    
NEW CAR MITSUBISHI SUBSIDI KTB PROGRAM IIMS - GIIAS 2015 KHUSUS SYARIAH (PERUSAHAAN & PERORANGAN)       5    
PROGRAM BUNGA KHUSUS TENOR 3 TAHUN KKB (PERUSAHAAN)                                                     5    
PROGRAM NISSAN X-TRAIL DP 30% ADDB ONLOAN FREE INSURANCE DAN MAINTENANCE (PERORANGAN & PERUSAHAAN)      5    
NEW CAR PAKET DP 25% ADDB ONLOAN IIMS 2016 (PERUSAHAAN & PERORANGAN)                                    5    
NEW CAR NISSAN SUBSIDI BUNGA 0% NMDI NISSAN TERRA (PERORANGAN & PERUSAHAAN)                             5    
PAKET BUNGA 0% TENOR 6 BULAN IIMS 2016 (PERORANGAN)                                                     5    
PAKET NEW CAR SUBSIDI BUNGA KTB MITSUBISHI (PERORANGAN & PERUSAHAAN)                                    4    
NEW CAR DATSUN CROSS SUBSIDI NMDI                                                                       4    
NEW CAR KREDIT PASTI MUDAH                                                                              4    
NEW CAR DP 30% - 99.99% GIIAS 2018 (PERUSAHAAN)                                                         4    
PAKET WULING CONFERO DAN CORTEZ DP 25 - 99.99% ADDM ASURANSI CASH GIIAS 2018 (PERORANGAN)               4    
NEW CAR FLEET SYARIAH KPM MIF (PERORANGAN & PERUSAHAAN)                                                 4    
USED CAR CUSTOMER NON RO BMW PREMIUM SELECTION                                                          4    
NEW CAR CUSTOMER RO KKB MITSUBISHI SUBSIDI TDP KTB                                                      4    
NEW CAR KPM BII PRJ (PERORANGAN & PERUSAHAAN)                                                           4    
PAKET BUNGA 0% TENOR 6 BULAN GIIAS 2019 (PERORANGAN)                                                    4    
PROGRAM NEW CAR KKB EXPO SUBSIDI TDP KTB MITSUBISHI (PERORANGAN & PERUSAHAAN)                           4    
NEW PASSANGER CAR BRAND B KPM BII IIMS 2013 (PERUSAHAAN & PERORANGAN)                                   4    
NEW CAR PAKET DP 25% ADDB ONLOAN IIMS 2017 (PERUSAHAAN & PERORANGAN)                                    4    
PENYIMPANGAN DP NEW CAR SYARIAH APPROVAL RM                                                             4    
NEW CAR KKB SYARIAH GIIAS 2019 (PERORANGAN)                                                             4    
PROGRAM BUNGA KHUSUS TENOR 3 TAHUN KKB KPM MIF (PERORANGAN & PERUSAHAAN)                                4    
PAKET NEW CAR FIX & FIX TENOR 5 - 6 THN ADDB ASURANSI KHUSUS (PERUSAHAAN & PERORANGAN)                  4    
PAKET NEW CAR SUBSIDI BUNGA KTB MITSUBISHI PAJERO,OUTLANDER,MIRAGE IIMS (PERUSAHAAN & PERORANGAN)       4    
NEW CAR PAKET DP 30% ADDB ONLOAN IIMS 2019 (PERORANGAN)                                                 4    
REFINANCING USED CAR EX BII FINANCE & NON BII FINANCE BRAND A KPM BII (PERORANGAN)                      4    
NEW PICKUP TENOR 3 TAHUN GIIAS 2018 (PERORANGAN & PERUSAHAAN)                                           4    
NEW CAR PAKET DP 25% ADDM ONLOAN (PERUSAHAAN & PERORANGAN)                                              4    
NEW FORD CAR KPM BII (PERORANGAN & PERUSAHAAN)                                                          4    
PAKET BUNGA 0% TENOR 1 TAHUN REFERAL MBI KPM REGULER MIF (PERORANGAN)                                   4    
 NEW PICKUP, TRUCK & DC TENOR 1-2 TAHUN KPM MIF (PERORANGAN & PERUSAHAAN)                               4    
NEW CAR PICKUP DP 20% ASTRA DAIHATSU TENOR 3-4 TAHUN (PERORANGAN & PERUSAHAAN)                          4    
PROGRAM NEW CAR KKB IIMS 2017 KPM MIF (PERUSAHAAN & PERORANGAN)                                         4    
NEW PICKUP REFERAL MBI KPM REGULER MIF (PERORANGAN & PERUSAHAAN)                                        4    
NEW CAR KHUSUS FLEET BRAND B,PICKUP, TRUCK & DOUBLE CABIN (PERUSAHAAN & PERORANGAN)                     4    
NEW CAR DP 30% - 99.99% KPM MIF PRJ 2016 (PERORANGAN & PERUSAHAAN)                                      4    
PROGRAM NEW COP BRAND A FLEET                                                                           4    
PAKET NEW CAR DP 25% ADDB SUBSIDI TDP KTB MITSUBISHI PAJERO, OUTLANDER DAN MIRAGE                       4    
NEW CAR SYARIAH DP 30% - 99.99% PROGRAM KHUSUS MARET-APRIL 2017 (PERORANGAN & PERUSAHAAN)               4    
USED CAR TAHUN 2003 - 2007 BRAND A FAST TRACK APPROVAL (PERUSAHAAN & PERORANGAN)                        4    
NEW CAR DFSK PROGRAM KHUSUS GRATIS LOGAM MULIA (PERORANGAN & PERUSAHAAN)                                4    
PENYIMPANGAN DP & GY NEW CAR APPROVAL MD                                                                4    
PENYIMPANGAN RADIUS 100-200 KM NEW CAR SYARIAH (PERUSAHAAN)                                             4    
PROGRAM RATE KHUSUS BRAND A IIMS 2011 FAST TRACK APPROVAL                                               4    
NEW CAR MITSUBISHI SUBSIDI KTB PROGRAM IIMS - GIIAS 2015 KPM BII (PERUSAHAAN & PERORANGAN)              4    
NEW CAR MITSUBISHI XPANDER GRATIS CICILAN ATAU CASHBACK SUBSIDI KTB (PERORANGAN & PERUSAH               4    
NEW PICKUP CUSTOMER RO                                                                                  4    
PAKET DP 30% ADDB ONLOAN NEW CAR SUBSIDI TDP KTB MITSUBISHI SYARIAH (PERUSAHAAN & PERORANGAN)           4    
REFINANCING USED CAR EX BII FINANCE & NON BII FINANCE BRAND B (PERORANGAN & PERUSAHAAN)                 4    
NEW PASSANGER CAR BRAND A KPM BII APPROVAL ABM BANK BII (PERORANGAN & PERUSAHAAN)                       4    
NEW CAR PAKET DP 25% ADDB ONLOAN GIIAS 2016 (PERUSAHAAN & PERORANGAN)                                   4    
NEW CAR PAKET DP 30% ADDB ONLOAN KPM MIF PROGRAM KHUSUS AKHIR TAHUN 2016 (PERUSAHAAN & PERORANGAN)      4    
PENYIMPANGAN RADIUS 100-200 KM NEW CAR (PERUSAHAAN)                                                     4    
NEW CAR DP 30% - 99.99% KPM MIF (PERUSAHAAN)                                                            4    
NEW CAR DP 25% - 29.99% KPM MIF IIMS 2016 (PERORANGAN & PERUSAHAAN)                                     4    
PAKET NEW CAR FIX & FIX TENOR 5 - 6 THN ADDB KPM BII IIMS 2013 (PERUSAHAAN & PERORANGAN)                3    
NEW CAR CLUSTER A KKB KPM MIF (PERORANGAN)                                                              3    
NEW PASSANGER CAR FAST TRACK APPROVAL BRAND A KPM BII IIMS 2013 (PERORANGAN & PERUSAHAAN)               3    
NEW CAR KPM BII IIMS (PERORANGAN & PERUSAHAAN)                                                          3    
NEW CAR MITSUBISHI XPANDER GRATIS CICILAN ATAU CASHBACK SUBSIDI KTB ASS KOMBINASI (PERORA               3    
NEW CAR DP 20% - 24.99% REFERAL MBI KPM REGULER MIF (PERORANGAN)                                        3    
NEW CAR DP 15% ASURANSI CASH XPANDER, NEW RUSH, NEW TERIOS, ALL NEW BRIO & HRV (PERORANGAN)             3    
PROGRAM NEW CAR KKB GIIAS 2018 (PERUSAHAAN)                                                             3    
USED CAR TAHUN 2003-2007 BRAND A KPM BII (PERORANGAN & PERUSAHAAN)                                      3    
NEW CAR SYARIAH DP 30% - 99.99% IIMS 2017 (PERORANGAN & PERUSAHAAN)                                     3    
USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2014 BRAND B (PERORANGAN)                                         3    
NEW PICKUP SUZUKI BUNGA 0% 1 TAHUN 2019 (PERORANGAN)                                                    3    
MULTIGUNA JASA BRAND A KPM MIF (PERORANGAN)                                                             3    
PROGRAM NEW CAR BMW IND SUBSIDI SYARIAH (PERORANGAN & PERUSAHAAN)                                       3    
PROGRAM NEW CAR KKB ASURANSI KHUSUS PRJ                                                                 3    
PAKET NEW CAR SUBSIDI BUNGA KTB MITSUBISHI (PERUSAHAAN & PERORANGAN)                                    3    
PROGRAM KHUSUS NASABAH PREMIER WEALTH KPM MIF                                                           3    
USED CAR TAHUN 2004-2008 BRAND A KPM BII (PERORANGAN & PERUSAHAAN)                                      3    
PAKET NEW CAR DP 25% ADDM ON INTEREST SUBSIDI KTB MITSUBISHI (PERORANGAN & PERUSAHAAN)                  3    
PROGRAM NISSAN X-TRAIL FREE INSURANCE & MAINTENANCE IIMS 2016 (PERORANGAN & PERUSAHAAN)                 3    
MULTIGUNA JASA BRAND B (PERORANGAN)                                                                     3    
PAKET USED CAR BUNGA 0% TENOR 6 BULAN (PERORANGAN)                                                      3    
NEW CAR KKB SYARIAH (PERUSAHAAN)                                                                        3    
USED CAR CUSTOMER NON RO LEBIH ATAU SAMA DENGAN TAHUN 2015 BRAND A                                      3    
NEW CAR COP WULING                                                                                      3    
PROGRAM NEW CAR KKB KPM MIF GIIAS 2018 (PERORANGAN)                                                     3    
NEW CAR KREDIT PASTI MUDAH KKB                                                                          3    
USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2010 BRAND B KPM BII (PERORANGAN & PERUSAHAAN)                    3    
NEW CAR KETENTUAN KHUSUS KREDIT PASTI MUDAH CASHBACK 1JT                                                3    
PAKET WULING CONFERO DAN CORTEZ DP 20 - 24.99% ADDM ASURANSI CASH (PERORANGAN)                          3    
NEW CAR PAKET DP 25% ADDB ONLOAN KPM MIF (PERUSAHAAN & PERORANGAN)                                      3    
NEW CAR FAST TRACK APPROVAL DP 30% - 99.99% KPM MIF (PERUSAHAAN)                                        3    
PAKET DP 25% ADDB ASURANSI FULL ONLOAN KHUSUS HONDA HRV DAN BRIO (PERORANGAN)                           3    
NEW CAR SYARIAH DP 30% - 99.99% GIIAS 2018 (PERORANGAN)                                                 3    
NEW PICKUP SYARIAH SEPTEMBER 2020                                                                       3    
USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2008 BRAND B KPM BII (PERORANGAN & PERUSAHAAN)                    3    
NEW CAR DP 20% - 99.99% REFERAL MBI KPM PREMIER MIF (PERORANGAN & PERUSAHAAN)                           3    
PENYIMPANGAN DP USED CAR BMW PREMIUM SELECTION APPROVAL RM                                              3    
PAKET NEW CAR DP 20% ADDB ONLOAN NEW AVANZA & NEW XENIA IIMS - GIIAS 2015 (PERORANGAN & PERUSAHAAN)     3    
NEW CAR FAST TRACK APPROVAL BUNGA 0% TENOR 1 TAHUN KPM MIF (PERORANGAN)                                 3    
PENYIMPANGAN DP & GY NEW CAR APPROVAL MD ASS ALLRISK (PERORANGAN & PERUSAHAAN)                          3    
USED CAR CUSTOMER RO BMW PREMIUM SELECTION                                                              3    
PENYIMPANGAN DP & GY KHUSUS TRUCK & DOUBLE CABIN TENOR 3 TAHUN (PERORANGAN & PERUSAHAAN)                3    
PAKET NEW MITSUBISHI SUBSIDI TDP KTB MARGIN KHUSUS SYARIAH (PERUSAHAAN & PERORANGAN)                    3    
NEW CAR NISSAN FAST TRACK APPROVAL BRAND A KATEGORI I                                                   3    
PAKET BUNGA OBRAL DP 50% ADDM GIIAS 2016 (PERORANGAN & PERUSAHAAN)                                      3    
NEW CAR FAST TRACK APPROVAL DP 30% - 99.99% (PERUSAHAAN)                                                3    
NEW CAR INSTANT APPROVAL IIMS                                                                           3    
PENYIMPANGAN DP & GY USED CAR ASURANSI KHUSUS (PERORANGAN)                                              3    
PKT NEW CAR SUBSIDI BUNGA KTB MITSUBISHI PAJERO,OUTLANDER,MIRAGE ASURANSI KHUSUS PRJ (PERORG& PERUS)    3    
USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2009 BRAND B (PERORANGAN)                                         3    
NEW CAR ADDB INSENTIF KHUSUS NISSAN & DATSUN KPM BII (PERUSAHAAN & PERORANGAN)                          3    
PAKET NEW CAR DP 25% ADDB HONDA MOBILIO IIMS (PERORANGAN & PERUSAHAAN)                                  3    
REFINANCING USED CAR ASRSI KHUSUS EX BII FINANCE & NON BII FINANCE KPM BII (PERORANGAN & PERUSAHAAN)    3    
PROGRAM BUNGA KHUSUS FIX & FIX TENOR 5 TAHUN KPM MIF (PERORANGAN & PERUSAHAAN)                          3    
NEW CAR DP 20% - 24.99% PRI 2016 (PERORANGAN & PERUSAHAAN)                                              3    
PENYIMPANGAN RADIUS 100-200 KM NEW CAR KKB IIMS 2017 (PERORANGAN & PERUSAHAAN)                          3    
PAKET NEW TOYOTA FREE ASURANSI TAHUN PERTAMA (PERORANGAN & PERUSAHAAN)                                  3    
NEW CAR KKB SYARIAH GIIAS 2018 (PERORANGAN)                                                             3    
NEW CAR FAST TRACK APPROVAL BUNGA KHUSUS TENOR 3 TAHUN KPM MIF(PERORANGAN & PERUSAHAAN)                 3    
PENYIMPANGAN DP & GY USED CAR BRAND A APPROVAL MD (PERORANGAN & PERUSAHAAN)                             3    
PAKET BUNGA 0% TENOR 6 BULAN BRAND B IIMS 2013 (PERORANGAN & PERUSAHAAN)                                3    
PENYIMPANGAN DP & GY KHUSUS DOUBLE CABIN TENOR 3 TAHUN (PERORANGAN & PERUSAHAAN)                        3    
NEW CAR ERTIGA SIS KPM MIF (PERUSAHAAN & PERORANGAN)                                                    3    
PROGRAM BUNGA KHUSUS TENOR 3 TAHUN KKB IIMS 2017 KPM MIF                                                3    
NEW CAR FAST TRACK APPROVAL DP 30% - 99.99% IIMS 2017 KPM MIF (PERORANGAN & PERUSAHAAN)                 3    
 NEW CAR SIMULASI M-KREDIT DP 20% - 24.99% IIMS 2017 (PERORANGAN & PERUSAHAAN)                          3    
PENYIMPANGAN RADIUS 100-200 KM KHUSUS PICKUP, TRUCK & COMMERCIAL CAR                                    3    
NEW DOUBLE CABIN TENOR 3 TAHUN KPM MIF (PERORANGAN & PERUSAHAAN)                                        3    
PROGRAM NISSAN X-TRAIL FREE INSURANCE & MAINTENANCE KPM MIF (PERORANGAN & PERUSAHAAN)                   3    
NEW CAR KHUSUS FLEET KPM BII (PERORANGAN & PERUSAHAAN)                                                  3    
NEW CAR PICKUP SIS (PERUSAHAAN & PERORANGAN)                                                            3    
PAKET NEW CAR DP 20% ADDM INNOVA & FORTUNER (PERUSAHAAN & PERORANGAN)                                   3    
PAKET NEW CAR DP 25% ADDM ON INTEREST KPM BII (PERORANGAN & PERUSAHAAN)                                 3    
PROGRAM NEW CAR KPM BII FAIR (PERORANGAN & PERUSAHAAN)                                                  3    
PAKET BUNGA 0% TENOR 6 BULAN IIMS 2019 (PERORANGAN)                                                     2    
PAKET NEW CAR SUBSIDI TDP KTB MITSUBISHI REFERAL MBI KPM REGULAR MIF (PERORANGAN & PERUSAHAAN)          2    
NEW CAR SYARIAH DP 20% - 99.99% REFERAL MBI KPM REGULAR MIF (PERORANGAN & PERUSAHAAN)                   2    
PENYIMPANGAN DP & GY MULTIGUNA FASILITAS DANA BRAND A APPROVAL MD (PERORANGAN)                          2    
PROGRAM KHUSUS TRAX & TRAILBLAZER SUBSIDI GM                                                            2    
NEW CAR FAIR KPM BII (PERORANGAN DAN PERUSAHAAN)                                                        2    
NEW CAR KKB CUSTOMER NON RO KPM REGULAR                                                                 2    
NEW CAR DP 25% - 99.99% KPM MIF GIIAS 2018 (PERORANGAN)                                                 2    
NEW CAR SIMULASI M-KREDIT DP 30% - 99.99% IIMS 2017 (PERORANGAN & PERUSAHAAN)                           2    
PENYIMPANGAN NEW CAR KREDIT PASTI MUDAH KKB CASHBACK 1JT REFERAL MBI KPM REGULER MIF                    2    
USED MOTORCYCLE                                                                                         2    
NEW DOUBLE CABIN TENOR 3 TAHUN GIIAS 2018 (PERORANGAN & PERUSAHAAN)                                     2    
PENYIMPANGAN DP NEW CAR SUBSIDI TDP KTB MITSUBISHI APPROVAL RM (PERORANGAN & PERUSAHAAN)                2    
NEW CAR DP 20% - 24.99% GIIAS SBY 2016 (PERORANGAN & PERUSAHAAN)                                        2    
PROGRAM NEW CAR KKB KPM MIF GIIAS 2016                                                                  2    
NEW COMMERCIAL CAR TENOR 3 TAHUN GIIAS 2018 (PERORANGAN & PERUSAHAAN)                                   2    
NEW CAR FAST TRACK APPROVAL SUBSIDI TDP KTB MITSUBISHI (PERUSAHAAN & PERORANGAN)                        2    
PAKET HONDA TDP 17 JUTA (PERORANGAN & PERUSAHAAN)                                                       2    
NEW CAR DP 25% - 29.99% KPM FAIR MIF PROGRAM KHUSUS AKHIR TAHUN 2016 (PERORANGAN & PERUSAHAAN)          2    
PROGRAM NEW CAR KKB PRJ                                                                                 2    
NEW CAR DP 30% ADDB ONLOAN SUBSIDI KTB MITSUBISHI PROGRAM KHUSUS AKHIR TAHUN 2016 (PRSHN & PRGN)        2    
PENYIMPANGAN NEW CAR KREDIT PASTI MUDAH CASHBACK 1JT SUBSIDI TDP NMDI                                   2    
 PROGRAM NEW CAR MARGIN KHUSUS SYARIAH ADDB KPM BII (PERORANGAN & PERUSAHAAN)                           2    
PROGRAM FLEET COP BRAND A                                                                               2    
NEW CAR SUBSIDI TDP NMDI KKB REFERAL MBI KPM REGULAR MIF (PERUSAHAAN & PERORANGAN)                      2    
PROGRAM BUNGA KHUSUS FIX & FIX TENOR 5 TAHUN KPM MIF IIMS 2017 (PERORANGAN & PERUSAHAAN)                2    
PAKET BUNGA 0% TENOR 1 TAHUN SUBSIDI KTB MITSUBISHI                                                     2    
PENYIMPANGAN DP & GY USED CAR BRAND B APPROVAL MD                                                       2    
PAKET SUZUKI PICKUP KERJASAMA SIS TENOR 3 - 4 TAHUN (PERORANGAN & PERUSAHAAN)                           2    
NEW CAR FAST TRACK APPROVAL DP 30% - 99.99% KPM MIF (PERORANGAN)                                        2    
PAKET NEW CAR SUBSIDI KTB MITSUBISHI IIMS 2016 (PERUSAHAAN & PERORANGAN)                                2    
PROGRAM DP 30% ADDB JAZZ FREE ADMIN SHOWROOM EVENT 14 MARET 2015 (PERUSAHAAN & PERORANGAN)              2    
NEW CAR KKB MANDIRI MITSUBISHI SUBSIDI TDP KTB SYARIAH (PERORANGAN & PERUSAHAAN)                        2    
PAKET NEW CAR SUBSIDI TDP KTB MITSUBISHI PAJERO,OUTLANDER,MIRAGE PRJ (PERUSAHAAN & PERORANGAN)          2    
NEW CAR SYARIAH 0% TENOR 1 TAHUN (PERORANGAN)                                                           2    
PENYIMPANGAN DP NEW CAR KKB APPROVAL RM                                                                 2    
NEW TRUCK TENOR 3 TAHUN KPM MIF (PERORANGAN & PERUSAHAAN)                                               2    
NEW CAR DP 25% - 99.99% GIIAS 2019 (PERUSAHAAN)                                                         2    
NEW CAR NISSAN BUNGA 0% 1 TAHUN CASHBACK SUBSIDI NMDI (PERORANGAN & PERUSAHAAN)                         2    
NEW CAR SIMULASI M-KREDIT DP 30% - 99.99% PROGRAM KHUSUS MARET-APRIL 2017 (PERORANGAN & PERUSAHAAN)     2    
NEW CAR CUSTOMER NON RO NISSAN CASHBACK SUBSIDI NMDI                                                    2    
NEW CAR DP 20% - 24.99% GIIAS 2018 (PERUSAHAAN)                                                         2    
MULTIGUNA JASA BRAND B KPM MIF (PERORANGAN)                                                             2    
PENYIMPANGAN DP & GY NEW CAR APPROVAL MD GIIAS 2018 (PERORANGAN)                                        2    
NEW CAR DP 30% ADDB ONLOAN SUBSIDI TDP KTB MITSUBISHI (PERUSAHAAN & PERORANGAN)                         2    
NEW CAR KREDIT PASTI MUDAH SUBSIDI TDP KTB CASHBACK 1 JT                                                2    
PAKET NEW CAR FIX & FIX TENOR 5-6 THN ADDB PRJ (PERUSAHAAN & PERORANGAN)                                2    
USED CAR TAHUN 2004-2008 BRAND A KPM BII (PERORANGAN)                                                   2    
NEW CAR KKB FAST TRACK APPROVAL 2017 KPM MIF (PERORANGAN & PERUSAHAAN)                                  2    
PENYIMPANGAN DP & GY USED CAR BRAND B KPM BII (PERORANGAN & PERUSAHAAN)                                 2    
PAKET BUNGA 0% TENOR 6 BULAN SUBSIDI TDP KTB MITSUBISHI (PERUSAHAAN & PRG)                              2    
PAKET NEW FIX & FIX TENOR 72 BULAN ADDB MASUK BUNGA KPM BII (PERUSAHAAN & PERORANGAN)                   2    
NEW SYARIAH KPM BII (PERORANGAN & PERUSAHAAN)                                                           2    
PAKET HONDA TDP 17 JUTA SYARIAH (PERORANGAN & PERUSAHAAN)                                               2    
PROGRAM FAST TRACK APPROVAL BUNGA KHUSUS FIX & FIX TENOR 5 TAHUN (PERORANGAN & PERUSAHAAN)              2    
NEW CAR DP 30% - 99.99% REFERAL MBI KPM PREMIER MIF (PERORANGAN)                                        2    
NEW CAR SIMULASI M-KREDIT DP 30% - 99.99% (PERORANGAN & PERUSAHAAN)                                     2    
NEW CAR DP 30% ADDB ON INTEREST SUBSIDI KTB TDP MITSUBISHI KPM BII (PERUSAHAAN & PERORANGAN)            2    
NEW PICKUP, TRUCK & DC TENOR 1-2 TAHUN KPM MIF (PERORANGAN & PERUSAHAAN)                                2    
NEW CAR KREDIT PASTI MUDAH SUBSIDI TDP NMDI CASHBACK 1 JT                                               2    
PAKET MITSUBISHI OUTLANDER BUNGA MULAI 0% KPM BII (PERORANGAN & PERUSAHAAN)                             2    
PKT DP RGN NEW CAR SUBSIDI BNGA KTB MITSBISHI PJR,OUTLANDER,MIRAGE KPM BII (PERUSAHAAN & PERORANGAN)    2    
USED CAR TAHUN 2003 - 2007 BRAND A KPM BII (PERORANGAN & PERUSAHAAN)                                    2    
PAKET BUNGA 0% TENOR 6 BULAN (PERUSAHAAN)                                                               2    
NEW CAR SIMULASI M-KREDIT DP 20% - 24.99% PROGRAM KHUSUS MARET-APRIL 2017 (PERORANGAN & PERUSAHAAN)     2    
PENYIMPANGAN DP & GY NEW CAR SYARIAH ASS ALLRISK (PERORANGAN & PERUSAHAAN)                              2    
PENYIMPANGAN DP & GY NEW CAR KPM BII (PERORANGAN & PERUSAHAAN)                                          2    
NEW CAR BMW & MINI IIMS 2016 (PERORANGAN & PERUSAHAAN)                                                  2    
NEW CAR SYARIAH DP 30% - 99.99% GIIAS SBY 2016 (PERORANGAN & PERUSAHAAN)                                2    
NEW CAR NISSAN CASHBACK SUBSIDI NMDI ASS ALLRISK (PERORANGAN & PERUSAHAAN)                              2    
PROGRAM NEW CAR KKB IIMS 2016                                                                           2    
NEW CAR INSENTIF KHUSUS NISSAN DP 30% ADDB MASUK BUNGA (PERUSAHAAN & PERORANGAN)                        2    
NEW CAR FAST TRACK APPROVAL BUNGA 0% TENOR 1 TAHUN GIIAS 2018 (PERORANGAN)                              2    
PENYIMPANGAN DP & GY NEW PASSANGER CAR BRAND A (PERORANGAN & PERUSAHAAN)                                2    
USED CAR TAHUN 2003 - 2007 BRAND A FAST TRACK APPROVAL KPM BII (PERORANGAN & PERUSAHAAN)                2    
NEW CAR SYARIAH DP 25% - 99.99% (PERUSAHAAN)                                                            2    
PENYIMPANGAN DP & GY KHUSUS TRUCK REFERAL MBI KPM REGULER MIF (PERORANGAN & PERUSAHAAN)                 2    
RATE KHUSUS USED CAR BRAND A SURABAYA                                                                   2    
NEW CAR ASURANSI KHUSUS KPM BII PRJ                                                                     2    
PENYIMPANGAN RADIUS 100-200 KM NEW CAR BUNGA 0% 1 TAHUN CUSTOMER RO DAN NON RO                          2    
USED CAR KHUSUS OTR LEBIH DARI 300 JUTA MBI KPM REGULER MIF                                             2    
NEW CAR DP 15% ASURANSI CASH XPANDER, NEW RUSH, NEW TERIOS, ALL NEW BRIO & HRV IIMS 2019(PERORANGAN)    2    
NEW PICKUP KPM BII TENOR 3 TAHUN (PERORANGAN & PERUSAHAAN)                                              2    
USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2005 BRAND A FAST TRACK APPROVAL                                  2    
NEW COMMERCIAL CAR CUSTOMER RO                                                                          2    
NEW CAR KHUSUS FLEET KPM BII LIMIT KEWENANGAN SAMPAI DENGAN 30 M (PERORANGAN & PERUSAHAAN)              2    
NEW CAR KKB SYARIAH REFERAL MBI KPM REGULER (PERORANGAN)                                                2    
PENYIMPANGAN REFINANCING BRAND B (PERORANGAN & PERUSAHAAN)                                              2    
PAKET NEW CAR SUBSIDI TDP KTB MITSUBISHI KPM MIF (PERUSAHAAN & PERORANGAN)                              2    
NEW CAR DFSK 25% ASURANSI CASH (PERORANGAN & PERUSAHAAN)                                                2    
NEW CAR SUBSIDI TDP MG                                                                                  2    
NEW CAR MITSUBISHI XPANDER BUNGA 0% 1 TAHUN CASHBACK SUBSIDI KTB (PERORANGAN)                           2    
NEW CAR XPANDER GRATIS CICILAN ATAU CASHBACK SUBSIDI KTB REFERAL MBI KPM REG MIF (PERORANGAN&PERUSAH    2    
NEW CAR SYARIAH NISSAN SUBSIDI TDP NMDI ASS ALLRISK (PERORANGAN & PERUSAHAAN)                           2    
PROGRAM BUNGA KHUSUS TENOR 3 TAHUN SUBSIDI KTB MITSUBISHI IIMS 2017 (PERORANGAN & PERUSAHAAN)           2    
PAKET NEW CAR SUBSIDI TDP KTB MITSUBISHI SYARIAH KPM BII (PERUSAHAAN & PERORANGAN)                      2    
NEW DOUBLE CABIN KKB (PERORANGAN & PERUSAHAAN)                                                          2    
NEW CAR SYARIAH NISSAN SUBSIDI TDP NMDI                                                                 2    
PENYIMPANGAN DP & GY NEW CAR SYARIAH (PERORANGAN & PERUSAHAAN)                                          2    
PAKET NEW CAR FIX & FIX DP DIATAS ATAU SAMA DENGAN 25% TENOR 60 BULAN (PERUSAHAAN & PERORANGAN)         2    
PENYIMPANGAN DP & GY NEW CAR APPROVAL RM                                                                2    
MULTIGUNA JASA MOTORCYCLE (PERORANGAN)                                                                  1    
PENYIMPANGAN USED CAR BMW PREMIUM SELECTION (PERORANGAN)                                                1    
NEW CAR SYARIAH DP 25% - 29.99% KPM MIF (PERORANGAN & PERUSAHAAN)                                       1    
PROGRAM NEW CAR KKB KHUSUS EXPOVERSARY (PERUSAHAAN)                                                     1    
NEW DOUBLE CABIN CUSTOMER RO                                                                            1    
NEW CAR DP 25.00% - 29.99% BUNGA KHUSUS TENOR 3 TAHUN APPROVAL MD                                       1    
NEW DP 25% ADDB MITSUBISHI SUBSIDI KTB SYARIAH                                                          1    
NEW CAR KKB EXPO MANDIRI SUBSIDI TDP KTB MITSUBISHI SYARIAH (PERORANGAN & PERUSAHAAN)                   1    
NEW CAR KREDIT PASTI MUDAH CASHBACK 1 JT REFERAL MBI KPM REGULER MIF                                    1    
NEW CAR DP 20%-99.99% REFERAL MBI KPM REGULER MIF ASS KOMBINASI (PERORANGAN & PERUSAHAAN)               1    
NEW CAR FAST TRACK APPROVAL SUBSIDI TDP KTB MITSUBISHI GIIAS 2018 (PERUSAHAAN & PERORANGAN)             1    
NEW CAR FAST TRACK APPROVAL PROGRAM KHUSUS TRAX & TRAILBLAZER SUBSIDI GM                                1    
NEW CAR KREDIT PASTI MUDAH KKB REFERAL KPM PREMIER CASHBACK 1 JT                                        1    
PENYIMPANGAN DP APPROVAL KADIV KPM MIF REGULAR                                                          1    
NEW CAR KKB SYARIAH MITSUBISHI XPANDER GRATIS CICILAN ATAU CASHBACK SUBSIDI KTB (PERORANGAN & PERUSA    1    
NEW SYARIAH PICKUP, TRUCK & DC                                                                          1    
NEW TRUCK CUSTOMER RO                                                                                   1    
USED CAR KKB BMW PREMIUM SELECTION KPM REGULER (PERORANGAN)                                             1    
NEW CAR DP 25% - 99.99% GATHERING AUTO 2000 BANDUNG (PERORANGAN/PERUSAHAAN)                             1    
NEW CAR DP 20% MITSUBISHI XPANDER GRATIS CICILAN ATAU CASHBACK SUBSIDI KTB (PERORANGAN & PERUSAHAAN)    1    
PAKET NEW CAR SUBSIDI BUNGA KTB MITSUBISHI GIIAS 2019 (PERORANGAN & PERUSAHAAN)                         1    
NEW TRUCK TENOR 3 TAHUN GIIAS 2018 (PERORANGAN & PERUSAHAAN)                                            1    
PROGRAM NEW CAR KKB BRI                                                                                 1    
PENYIMPANGAN NEW CAR BEMOO VIRTUAL EVENT MITSUBISHI ASS KOMBINASI SUBSIDI TDP KTB                       1    
PROGRAM NEW CAR SYARIAH KKB EXPO (PERORANGAN & PERUSAHAAN)                                              1    
PENYIMPANGAN DP & GY NEW CAR KKB ASURANSI KHUSUS KPM BII (PERUSAHAAN & PERORANGAN)                      1    
NEW CAR HONDA BUNGA 0.8% 1 TAHUN GIIAS 2018                                                             1    
NEW PLAFON FINANCIAL LEASE COMMERCIAL CAR (PERORANGAN & PERUSAHAAN)                                     1    
PROGRAM NEW CAR KKB EXPO REFERAL MBI KPM REGULAR MIF (PERORANGAN & PERUSAHAAN)                          1    
NEW CAR FAST TRACK APPROVAL BUNGA 0% TENOR 6 BULAN (PERORANGAN & PERUSAHAAN)                            1    
PAKET NEW CAR DP 25% ADDB ONLOAN IIMS - GIIAS 2015 SYARIAH (PERORANGAN & PERUSAHAAN)                    1    
USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2009 BRAND B KPM BII (PERORANGAN)                                 1    
NEW CAR ERTIGA SIS SYARIAH (PERUSAHAAN & PERORANGAN)                                                    1    
NEW PICKUP GIIAS 2019 (PERORANGAN & PERUSAHAAN)                                                         1    
PAKET NEW CAR MITSUBISHI PAJERO SPORT BUNGA 0% ASURANSI KHUSUS KPM BII (PERORANGAN & PERUSAHAAN)        1    
NEW COMMERCIAL CAR CUSTOMER NON RO                                                                      1    
PENYIMPANGAN DP & GY NEW CAR NISSAN SUBSIDI TDP NMDI APPROVAL RM                                        1    
PENYIMPANGAN NEW CAR KKB KREDIT PASTI MUDAH CASHBACK 1JT SUBSIDI TDP KTB                                1    
NEW CAR KKB XPANDER GRATIS CICILAN ATAU CASHBACK SUBSIDI KTB REFERAL MBI KPM REG MIF                    1    
PAKET BUNGA 0% TENOR 6 BULAN SUBSIDI TDP KTB MITSUBISHI                                                 1    
NEW PICKUP KKB CUSTOMER RO                                                                              1    
PRODUCT MULTIGUNA VOSPAY                                                                                1    
NEW CAR KKB MANDIRI SUBSIDI TDP KTB MITSUBISHI SYARIAH (PERORANGAN & PERUSAHAAN)                        1    
NEW CAR KKB FAST TRACK APPROVAL IIMS 2017 (PERORANGAN & PERUSAHAAN)                                     1    
PAKET BUNGA OBRAL DP 30% ADDB GIIAS 2016 (PERORANGAN & PERUSAHAAN)                                      1    
USED CAR TAHUN 2004-2008 BRAND A (PERORANGAN)                                                           1    
PROGRAM INSENTIF NEW CAR KHUSUS HONDA KPM BII                                                           1    
NEW CAR KKB SYARIAH MITSUBISHI XPANDER GRATIS CICILAN ATAU CASHBACK SUBSIDI KTB (PERORANG               1    
PENYIMPANGAN GY NEW CAR KKB KPM BII (PERORANGAN & PERUSAHAAN)                                           1    
NEW PASSANGER CAR HONDA MOBILIO PENANGGUHAN ANGSURAN 3 BULAN                                            1    
PENYIMPANGAN NEW DOUBLE CABIN CUSTOMER RO DAN NON RO                                                    1    
PROGRAM BUNGA KHUSUS FIX & FIX FREE INSURANCE 1 TAHUN (PERORANGAN & PERUSAHAAN)                         1    
USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2011 BRAND B KPM MIF (PERORANGAN & PERUSAHAAN)                    1    
PENYIMPANGAN NEW CAR SYARIAH KREDIT PASTI MUDAH KKB CASHBACK 1 JT                                       1    
NEW CAR SYARIAH NISSAN SUBSIDI TDP NMDI ASS KOMBINASI (PERORANGAN & PERUSAHAAN)                         1    
NEW CAR MITSUBISHI XPANDER GRATIS CICILAN ATAU CASHBACK SUBSIDI KTB ASS ALLRISK (PERORANG               1    
PAKET NEW CAR DP 30% ADDM ONLOAN KPM MIF (PERORANGAN & PERUSAHAAN)                                      1    
PENYIMPANGAN DP & GY KHUSUS TRUCK & KOMERSIL (PERORANGAN & PERUSAHAAN)                                  1    
PENYIMPANGAN RADIUS 100-200 KM NEW CAR PROGRAM KHUSUS MARET-APRIL 2017 KPM MIF (PERORANGAN & PERUS.)    1    
PROGRAM NEW CAR KKB KHUSUS EXPOVERSARY SYARIAH (PERORANGAN)                                             1    
PENYIMPANGAN RADIUS 100-200KM NEW CAR CUSTOMER NON RO SUBSIDI TDP NMDI                                  1    
NEW CAR KHUSUS PLAZA TOYOTA & AUTO 2000 ADDB ONLOAN KPM BII (PERORANGAN & PERUSAHAAN)                   1    
USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2015 BRAND B (PERORANGAN)                                         1    
PENYIMPANGAN RADIUS 100-200 KM NEW CAR CUSTOMER RO                                                      1    
NEW COMMERCIAL CAR KKB (PERORANGAN & PERUSAHAAN)                                                        1    
USED CAR BMW PREMIUM SELECTION MBI KPM PREMIER MIF (PERORANGAN)                                         1    
USED CAR KKB SYARIAH (PERORANGAN)                                                                       1    
PENYIMPANGAN DP & GY NEW CAR SYARIAH APPROVAL KADIV                                                     1    
NEW CAR DP 30% ADDB ON INTEREST SUBSIDI TDP MITSUBISHI KPM BII (PERUSAHAAN & PERORANGAN)                1    
NEW CAR NISSAN BUNGA 0% 6 BULAN SUBSIDI TDP NMDI (PERORANGAN)                                           1    
NEW CAR CLUSTER A KPM MIF (PERORANGAN & PERUSAHAAN)                                                     1    
NEW PICK UP TENOR 3 TAHUN IMBT SYARIAH (PERORANGAN & PERUSAHAAN)                                        1    
NEW CAR DP 15% ASURANSI CASH XPANDER, NEW RUSH, NEW TERIOS, ALL NEW BRIO GIIAS 2018 (PERORANGAN)        1    
USED CAR TAHUN 2004-2008 BRAND B KPM BII (PERORANGAN & PERUSAHAAN)                                      1    
PENYIMPANGAN RADIUS 100-200 KM NEW CAR SUBSIDI TDP KTB MITSUBISHI (PERORANGAN & PERUSAHAA               1    
PAKET NEW CAR MITSUBISHI OUTLANDER BUNGA 0% ASURANSI KHUSUS (PERORANGAN & PERUSAHAAN)                   1    
MULTIGUNA JASA KHUSUS TELESALES                                                                         1    
NEW FORD CAR ADDB ASURANSI FULL MASUK BUNGA KPM BII (PERORANGAN & PERUSAHAAN)                           1    
NEW CAR SYARIAH XPANDER GRATIS CICILAN ATAU CASHBACK SUBSIDI KTB                                        1    
NEW CAR KREDIT PASTI MUDAH KKB CASHBACK 1 JT SUBSIDI TDP KTB                                            1    
PENYIMPANGAN DP & GY NEW CAR APPROVAL KADIV                                                             1    
NEW CAR KREDIT PASTI MUDAH CASHBACK 1.5 JT HARBOLNAS                                                    1    
PENYIMPANGAN RADIUS 100-200 KM NEW CAR SYARIAH CUSTOMER RO                                              1    
NEW PICKUP TENOR 3 TAHUN KKB (PERORANGAN & PERUSAHAAN)                                                  1    
PENYIMPANGAN RADIUS 100-200 KM NEW CAR 0% 1 TAHUN (PERORANGAN)                                          1    
NEW CAR KKB CUSTOMER RO KPM REGULAR                                                                     1    
PENYIMPANGAN DP & GY NEW PICKUP TRUCK & DC TENOR 1-2 TAHUN (PERORANGAN)                                 1    
PENYIMPANGAN DP & GY NEW CAR PROGRAM KHUSUS MARET-APRIL 2017 KPM MIF (PERORANGAN & PERUSAHAAN)          1    
PAKET NEW CAR SUBSIDI TDP KTB MITSUBISHI REFERAL MBI KPM REGULAR MIF (PERUSAHAAN & PERORANGAN           1    
PENYIMPANGAN DP NEW CAR KKB APPROVAL KADIV                                                              1    
USED CAR SYARIAH CUSTOMER NON RO LEBIH ATAU SAMA DENGAN TAHUN 2015 BRAND A                              1    
USED CAR SYARIAH CUSTOMER RO LEBIH ATAU SAMA DENGAN TAHUN 2015 BRAND A                                  1    
PENYIMPANGAN DP & GY NEW CAR BUNGA 0% 1 TAHUN APPROVAL MD                                               1    
PENYIMPANGAN RADIUS 100-200KM NEW CAR SUBSIDI TDP NMDI (PERORANGAN)                                     1    
NEW PASSANGER CAR HONDA MOBILIO PENANGGUHAN ANGSURAN 3 BULAN KPM BII                                    1    
PENYIMPANGAN DP & GY BUNGA 0% TENOR 1 TAHUN APPROVAL PD                                                 1    
PENYIMPANGAN NEW CAR KREDIT PASTI MUDAH KKB CASHBACK 1JT REFERAL MBI KPM PREMIER MIF                    1    
NEW CAR DP 20% - 24.99% KPM MIF GIIAS 2016 (PERORANGAN & PERUSAHAAN)                                    1    
PAKET NEW CAR FIX & FIX DP 30% ADDB MASUK BUNGA KPM BII (PERUSAHAAN & PERORANGAN)                       1    
NEW CAR CUSTOMER RO SUBSIDI TDP KTB MITSUBISHI REFERAL MBI KPM PREMIER                                  1    
PROGRAM BUNGA KHUSUS FIX & FIX TENOR 5 TAHUN KKB KPM MIF (PERORANGAN & PERUSAHAAN)                      1    
PAKET NEW CAR DP 25% ADDB SUBSIDI KTB MITSUBISHI PAJERO, OUTLANDER DAN MIRAGE KPM BII                   1    
NEW CAR KHUSUS FLEET BRAND B, PICKUP, TRUCK & DOUBLE CABIN KPM BII (PERORANGAN & PERUSAHAAN)            1    
USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2012 BRAND A KPM MIF (PERORANGAN & PERUSAHAAN)                    1    
PENYIMPANGAN DP & GY NEW CAR IIMS 2017 (PERORANGAN & PERUSAHAAN)                                        1    
PAKET SUZUKI PICKUP KERJASAMA SIS DP 20-25% ONLOAN TENOR 1 - 2 TAHUN (PERORANGAN & PERUSAHAAN)          1    
NEW CAR SUBSIDI KHUSUS BMW INDONESIA KPM MIF (PERORANGAN & PERUSAHAAN)                                  1    
NEW CAR SYARIAH DP 30% - 99.99% KPM MIF GIIAS 2016 (PERORANGAN & PERUSAHAAN)                            1    
 \tPROGRAM TRAX SUBSIDI GM KPM MIF                                                                      1    
NEW CAR SUBSIDI KHUSUS BMW INDONESIA (PERORANGAN & PERUSAHAAN)                                          1    
NEW CAR BUNGA 0% TENOR 1 TAHUN NISSAN-DATSUN SUBSIDI NMDI                                               1    
PAKET BUNGA 0% TENOR 6 BULAN IIMS 2017 KPM MIF (PERORANGAN)                                             1    
NEW DOUBLE CABIN SYARIAH (PERORANGAN & PERUSAHAAN)                                                      1    
 PAKET BUNGA 0% TENOR 6 BULAN NEW SUBSIDI TDP KTB MITSUBISHI SYARIAH (PERUSAHAAN & PRG)                 1    
NEW CAR PAKET DP 30% ADDB ON INTEREST KPM MIF (PERUSAHAAN)                                              1    
NEW CAR BRAND A TAKE OVER                                                                               1    
PENYIMPANGAN DP & GY NEW CAR SYARIAH KPM MIF (PERORANGAN & PERUSAHAAN)                                  1    
NEW CAR MITSUBISHI XPANDER, NEW BRIO, NEW LIVINA ADDB ONLOAN (PERORANGAN)                               1    
PENYIMPANGAN DP & GY NEW PASSANGER CAR BRAND B,PICKUP,TRUCK & DC KPM BII (PERORANGAN & PERUSAHAAN)      1    
NEW CAR ERTIGA SIS KPM MIF PROGRAM KHUSUS AKHIR TAHUN 2016 (PERUSAHAAN & PERORANGAN)                    1    
NEW CAR FAST TRACK APPROVAL BRAND A CKD FTZ KHUSUS BATAM                                                1    
NEW PICKUP TENOR 3 TAHUN KPM MIF (PERORANGAN & PERUSAHAAN)                                              1    
PENYIMPANGAN RADIUS 100 - 200 KM USED CAR BRAND A (PERORANGAN & PERUSAHAAN)                             1    
PAKET NEW CAR FIX & FIX DP 30% TENOR 72 BULAN (PERUSAHAAN & PERORANGAN)                                 1    
NEW CAR PAKET BUNGA 0% TENOR 6 BULAN SUBSIDI BUNGA KTB MITSUBISHI (PERUSAHAAN & PRG)                    1    
PENYIMPANGAN RADIUS 100-200 KM NEW CAR KPM FAIR MIF (PERORANGAN & PERUSAHAAN)                           1    
PROGRAM NEW CAR KKB KPM MIF KHUSUS AKHIR TAHUN 2016                                                     1    
PROGRAM NEW CAR HONDA GRATIS 3X ANGSURAN (PERUSAHAAN & PERORANGAN)                                      1    
REFINANCING BRAND B, PU, TRUCK & DC (PERORANGAN & PERUSAHAAN)                                           1    
NEW CAR BRAND B EVENT BII MAYBANK KPM BII (PERORANGAN & PERUSAHAAN)                                     1    
USED CAR TAHUN 2003-2007 BRAND B (PERORANGAN & PERUSAHAAN)                                              1    
USED CAR TAHUN 2003 - 2007 BRAND B (PERORANGAN & PERUSAHAAN)                                            1    
PENYIMPANGAN DP & GY USED CAR BRAND A KPM BII (PERORANGAN & PERUSAHAAN)                                 1    
NEW CAR MITSUBISHI XPANDER, NEW RUSH DAN NEW TERIOS ADDB ONLOAN                                         1    
NEW CAR PAKET DP 20% ADDB ONLOAN SIGRA & CAYLA IIMS 2017 (PERUSAHAAN & PERORANGAN)                      1    
PAKET NEW CAR DP 30% ADDM ONLOAN SUBSIDI KTB MITSUBISHI                                                 1    
NEW CAR PICKUP DP 20% ASTRA DAIHATSU TENOR 1-2 TAHUN (PERORANGAN & PERUSAHAAN)                          1    
PAKET NEW CAR MITSUBISHI OUTLANDER SPORT BUNGA 0% IIMS 2013 KPM BII (PERORANGAN & PERUSAHAAN)           1    
PROGRAM KHUSUS NASABAH ASPIRE KPM MIF                                                                   1    
PAKET SUZUKI PICKUP KERJASAMA SIS DP 20-25% ONLOAN TENOR 1 - 2 TAHUN GIIAS 2016 (PERORANGAN & PRSHN)    1    
USED CAR CUSTOMER RO KHUSUS OTR LEBIH DARI 300 JUTA                                                     1    
PAKET BUNGA 0% TENOR 6 BULAN BRAND A KPM BII IIMS 2013 (PERORANGAN & PERUSAHAAN)                        1    
USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2012 BRAND B KPM MIF (PERORANGAN & PERUSAHAAN)                    1    
USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2012 BRAND B (PERUSAHAAN)                                         1    
PROGRAM PROMO KPM KHUSUS KARYAWAN MAYBANK                                                               1    
NEW CAR DP 30% ADDB ON INTEREST SUBSIDI TDP KTB MITSUBISHI GIIAS 2016 (PERUSAHAAN & PERORANGAN)         1    
USED CAR BMW PREMIUM SELECTION KPM BII (PERORANGAN & PERUSAHAAN)                                        1    
NEW CAR PO MANUAL FIX & FIX TENOR 5 - 7 THN ADDM IIMS 2013 (PERUSAHAAN & PERORANGAN)                    1    
NEW PASSANGER CAR BRAND A KPM BII (PERUSAHAAN)                                                          1    
PROGRAM NEW CAR KKB PRJ 2016                                                                            1    
NEW PASSANGER CAR FAST TRACK APPROVAL BRAND A IIMS 2012 (PERUSAHAAN)                                    1    
NEW CAR PICKUP SIS GIIAS 2016 (PERUSAHAAN & PERORANGAN)                                                 1    
NEW CAR DP 20% - 24.99% KPM MIF PRJ 2016 (PERORANGAN & PERUSAHAAN)                                      1    
NEW CAR PAKET DP 30% ADDB ON INTEREST KPM MIF PRJ 2016 (PERUSAHAAN & PERORANGAN)                        1    
PAKET NEW CAR DP 25% ADDM ONLOAN SYARIAH (PERORANGAN & PERUSAHAAN)                                      1    
PAKET NEW CAR DP 25% ADDB ONLOAN SYARIAH (PERORANGAN & PERUSAHAAN)                                      1    
PENYIMPANGAN DP & GY NEW PICKUP, TRUCK & DC TENOR 1-2 TAHUN (PERORANGAN & PERUSAHAAN)                   1    
PAKET BUNGA 0% TENOR 6 BULAN SYARIAH (PERORANGAN)                                                       1    
PENYIMPANGAN DP & GY USED CAR BRAND A KPM MIF (PERORANGAN & PERUSAHAAN)                                 1    
NEW CAR KKB SUBSIDI KTB (PERORANGAN & PERUSAHAAN)                                                       1    
NEW CAR PAKET DP 30% ADDB ON INTEREST KPM MIF GIIAS 2016 (PERUSAHAAN & PERORANGAN)                      1    
PAKET SUZUKI ERTIGA KERJASAMA SIS DP 20-30% ONLOAN GIIAS 2016 (PERORANGAN & PERUSAHAAN)                 1    
NEW CAR SYARIAH KKB CUSTOMER RO                                                                         1    
GANTI UNIT NEW CAR BRAND B (PERORANGAN & PERUSAHAAN)                                                    1    
PROGRAM NISSAN X-TRAIL BUNGA MULAI 2.00% KPM BII (PERORANGAN & PERUSAHAAN)                              1    
PROGRAM NEW CAR MINI PAMERAN BANDUNG (PERUSAHAAN & PERORANGAN)                                          1    
USED CAR TAHUN 2004-2008 BRAND A FAST TRACK APPROVAL KPM BII (PERORANGAN & PERUSAHAAN)                  1    
NEW PASSANGER CAR COP KHUSUS FLEET BRAND A (PERORANGAN & PERUSAHAAN)                                    1    
NEW FINANCIAL LEASE PASSENGER CAR (PERORANGAN & PERUSAHAAN)                                             1    
NEW CAR PAKET GANJIL ATAU HAMIL KPM MIF (PERORANGAN & PERUSAHAAN)                                       1    
NEW CAR PAKET DP 30% ADDB ONLOAN PIK 2 FAIR (PERUSAHAAN & PERORANGAN)                                   1    
NEW CAR SIMULASI M-KREDIT DP 20% - 24.99% (PERORANGAN & PERUSAHAAN)                                     1    
NEW TRUCK REFERAL MBI KPM PREMIER MIF (PERORANGAN & PERUSAHAAN)                                         1    
NEW CAR MITSUBISHI XPANDER, NEW RUSH DAN NEW TERIOS ADDB ONLOAN (PERORANGAN)                            1    
PAKET NEW CAR DP 25% ADDB SUBSIDI KTB MITSUBISHI PAJERO, OUTLANDER, DAN MIRAGE KPM BII                  1    
PAKET NEW CAR DP RINGAN BRAND A IIMS 2013 (PERORANGAN & PERUSAHAAN)                                     1    
PAKET NEW CAR MITSUBISHI PAJERO SPORT BUNGA 0% IIMS 2013 KPM BII (PERORANGAN & PERUSAHAAN)              1    
PROGRAM BUNGA KHUSUS FIX & FIX TENOR 5 TAHUN KKB IIMS 2017 (PERORANGAN & PERUSAHAAN)                    1    
NEW PASSANGER CAR FAST TRACK APPROVAL BRAND A KPM BII (PERUSAHAAN)                                      1    
NEW CAR PAKET DP 30% ADDB MASUK BUNGA KPM BII IIMS 2013 (PERUSAHAAN & PERORANGAN)                       1    
PENYIMPANGAN DP & GY USED CAR BRAND A CUSTOMER RO & NON RO                                              1    
NEW CAR DP 15% ASURANSI CASH XPANDER, NEW RUSH, NEW TERIOS, ALL NEW BRIO (PERUSAHAAN)                   1    
PROGRAM NEW CAR KKB KPM MIF (PERUSAHAAN)                                                                1    
NEW BALLOON PAYMENT MOTORCYCLE (PERORANGAN & PERUSAHAAN)                                                1    
PAKET BUNGA 0% 6 BULAN MITSUBISHI SUBSIDI KTB PRJ 2015 (PERORANGAN & PERUSAHAAN)                        1    
NEW CAR PAKET DP 30% ADDB MASUK BUNGA KPM BII IIMS (PERUSAHAAN & PERORANGAN)                            1    
NEW CAR PAKET DP 25% ADDB ONLOAN KPM MIF GIIAS 2016 (PERUSAHAAN & PERORANGAN)                           1    
PROGRAM NEW CAR DATSUN SUBSIDI BUNGA NMDI (PERORANGAN)                                                  1    
PROGRAM NEW CAR KKB IIMS                                                                                1    
NEW CAR FAST TRACK APPROVAL DP 30% - 99.99% GIIAS 2018 (PERUSAHAAN)                                     1    
USED CAR SYARIAH KHUSUS OTR LEBIH DARI 300 JUTA                                                         1    
PROGRAM NEW CAR KKB EXPO REFERAL MBI KPM PREMIER MIF (PERORANGAN & PERUSAHAAN)                          1    
PENYIMPANGAN DP MULTIGUNA FASILITAS DANA BRAND A APPROVAL RM (PERORANGAN)                               1    
PENYIMPANGAN DP & GY NEW CAR BUNGA 0% 1 TAHUN APPROVAL MD (PEROANGAN)                                   1    
NEW CAR NISSAN BUNGA 0% 1 TAHUN SUBSIDI TDP NMDI (PERORANGAN)                                           1    
PENYIMPANGAN DP & GY USED CAR CUSTOMER RO DAN NON RO BMW PREMIUM SELECTION                              1    
PENYIMPANGAN RADIUS 100-200KM USED CAR CUSTOMER RO DAN NON RO BMW PREMIUM SELECTION                     1    
PENYIMPANGAN DP & GY USED CAR CUSTOMER RO BRAND A MBI KPM REGULER MIF                                   1    
PENYIMPANGAN DP & GY NEW MOTORCYCLE (PERUSAHAAN)                                                        1    
NEW CAR DP 25% - 99.99% IIMS 2019(PERUSAHAAN)                                                           1    
PENYIMPANGAN DP & GY NEW CAR SUBSIDI TDP KTB MITSUBISHI APPROVAL RM                                     1    
NEW CAR BEMOO                                                                                           1    
NEW CAR SIMULASI M-KREDIT DP 25% - 29.99% (PERORANGAN & PERUSAHAAN)                                     1    
NEW CAR KREDIT PASTI MUDAH KKB EXPOVERSARY CASHBACK 1 JUTA                                              1    
PENYIMPANGAN RADIUS 100-200 KM NEW CAR GIIAS 2019 (PERORANGAN)                                          1    
NEW MOTORCYCLE LEASEBACK 0% 1 TAHUN (PERORANGAN)                                                        1    
PENYIMPANGAN DP & GY USED CAR BRAND A GIIAS 2018 (PERORANGAN)                                           1    
NEW CAR SIMULASI APLIKASI DP 20% - 24.99% (PERORANGAN & PERUSAHAAN)                                     1    
NEW CAR SYARIAH KKB KREDIT PASTI MUDAH CASHBACK 1JT SUBSIDI TDP NMDI                                    1    
NEW CAR KREDIT PASTI MUDAH KKB SUBSIDI TDP NMDI CASHBACK 1 JT                                           1    
USED CAR BMW PREMIUM SELECTION MBI KPM REGULER MIF (PERORANGAN)                                         1    
NEW CAR NISSAN BUNGA 0% SUBSIDI NMDI (PERORANGAN & PERUSAHAAN)                                          1    
PENYIMPANGAN DP & GY KHUSUS USED CAR TRUCK & KOMERSIL (PERORANGAN & PERUSAHAAN)                         1    
PAKET BUNGA OBRAL DP 30% ADDM GIIAS 2016 (PERORANGAN & PERUSAHAAN)                                      1    
PAKET BUNGA 0% 6 BULAN PRJ 2015 (PERORANGAN & PERUSAHAAN)                                               1    
PENYIMPANGAN NEW CAR BEMOO VIRTUAL EVENT MITSUBISHI CASHBACK 1JT                                        1    
PENYIMPANGAN DP USED CAR KHUSUS OTR LEBIH DARI 300 JUTA APPROVAL RM                                     1    
NEW CAR GRATIS ASURANSI SUBSIDI MG                                                                      1    
NEW CAR CUSTOMER RO KKB NISSAN SUBSIDI TDP NMDI                                                         1    
PENYIMPANGAN DP & GY KHUSUS PICKUP, TRUCK & COMMERCIAL CAR APPROVAL MD                                  1    
NEW PICKUP, TRUCK & DC TENOR 1-2 TAHUN (PERUSAHAAN)                                                     1    
USED CAR KKB CUSTOMER NON RO                                                                            1    
USED MOTORCYCLE SEPTEMBER 2017                                                                          1    
NEW CAR DP 25% - 99.99% KPM MIF IIMS 2019(PERORANGAN)                                                   1    
NEW CAR GMS 2018                                                                                        1    
NEW CAR TOYOTA, DAIHATSU, DAN ISUZU KHUSUS PRI BUNGA 0.8% 1 TAHUN                                       1    
PAKET HONDA TDP 19 JUTA KPM BII (PERORANGAN & PERUSAHAAN)                                               1    
NEW CAR IMBT BMW                                                                                        1    
NEW TRUCK & COMMERCIAL CAR KKB (PERORANGAN & PERUSAHAAN)                                                1    
NEW CAR KREDIT PASTI MUDAH CASHBACK 1 JT FLASH SALE                                                     1    
NEW CAR DP 25% - 99.99% XPANDER PLUS AKSESORIS (PERORANGAN)                                             1    
NEW CAR FAST TRACK APPROVAL DP 30% - 99.99% XPANDER PLUS AKSESORIS GIIAS 2018 (PERORANGAN)              1    
PAKET BUNGA 0% TENOR 6 BULAN PRJ 2016 (PERORANGAN)                                                      1    
NEW CAR PAKET DP 25% ADDM ONLOAN PRJ 2016 (PERORANGAN & PERUSAHAAN)                                     1    
NEW CAR KREDIT PASTI MUDAH BUNGA 0% 6 BULAN                                                             1    
NEW MOTORCYCLE REFERAL MBI KPM PREMIER MIF (PERORANGAN)                                                 1    
NEW CAR PAKET DP 25% ADDB ONLOAN GIIAS 2018 (PERUSAHAAN)                                                1    
USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2013 BRAND B (PERUSAHAAN)                                         1    
PROGRAM FAST TRACK APPROVAL BUNGA KHUSUS FIX & FIX TENOR 5 TAHUN KKB (PERORANGAN & PERUSAHAAN)          1    
NEW CAR PAKET DP 25% ADDB ONLOAN PROGRAM KHUSUS MARET-APRIL 2017 (PERUSAHAAN & PERORANGAN)              1    
PAKET BUNGA 0% TENOR 1 TAHUN KPM MIF GIIAS 2018(PERORANGAN)                                             1    
PROGRAM NEW CAR DP 25% ADDB ONLOAN IIMS - GIIAS 2015 KPM BII (PERUSAHAAN & PERORANGAN)                  1    
PROGRAM BUNGA KHUSUS FIX & FIX TENOR 5 TAHUN IIMS 2018 (PERORANGAN & PERUSAHAAN)                        1    
PENYIMPANGAN DP & GY NEW CAR SUBSIDI TDP KTB MITSUBISHI APPROVAL KADIV                                  1    
PENYIMPANGAN NEW CAR KREDIT PASTI MUDAH EXPOVERSARY CASHBACK 1 JUTA                                     1    
NEW TRUCK KPM MIF (PERORANGAN & PERUSAHAAN)                                                             1    
PROGRAM NEW COP FLEET (PERORANGAN)                                                                      1    
NEW CAR KKB SYARIAH REFERAL MBI KPM REGULER (PERORANGAN & PERUSAHAAN)                                   1    
PENYIMPANGAN DP & GY NEW CAR SYARIAH (PERORANGAN)                                                       1    
NEW CAR CUSTOMER RO NISSAN SUBSIDI TDP NMDI                                                             1    
REFINANCING USED CAR EX BII FINANCE & NON BII FINANCE BRAND B KPM BII (PERORANGAN & PERUSAHAAN)         1    
PROGRAM COP USED CAR WOM FINANCE FLEET BRAND B                                                          1    
PAKET NEW CAR FIX & FIX TENOR 5 - 6 THN ASURANSI KHUSUS KKB (PERORANGAN & PERUSAHAAN)                   1    
PAKET SUZUKI ERTIGA KERJASAMA SIS DP 20-30% ONLOAN PROGRAM KHUSUS AKHIR TAHUN 2016                      1    
USED CAR LEBIH ATAU SAMA DENGAN TAHUN 2015 BRAND A MBI KPM REGULER MIF (PERORANGAN)                     1    
PENYIMPANGAN DP & GY NEW CAR SUBSIDI TDP KTB MITSUBISHI APPROVAL MD                                     1    
PENYIMPANGAN NEW CAR KREDIT PASTI MUDAH CASHBACK 1JT FLASH SALE REFERAL MBI KPM REGULAR                 1    
PENYIMPANGAN DP & GY NEW CAR APPROVAL MD IIMS 2019 (PERORANGAN)                                         1    
NEW CAR SUBSIDI BMW INDONESIA SERI 3 IIMS 2018                                                          1    
USED CAR SYARIAH KPM BII (PERORANGAN & PERUSAHAAN)                                                      1    
Name: ProductOffering, dtype: int64
['PAKET NEW CAR SUBSIDI TDP KTB MITSUBISHI PAJERO,OUTLANDER,MIRAGE (PERUSAHAAN & PERORANGAN)'
 'NEW CAR (PERORANGAN & PERUSAHAAN)'
 'NEW CAR PAKET DP 30% ADDB MASUK BUNGA (PERUSAHAAN & PERORANGAN)' ...
 'NEW PICKUP GIIAS 2019 (PERORANGAN & PERUSAHAAN)'
 'PENYIMPANGAN NEW CAR KKB KREDIT PASTI MUDAH CASHBACK 1JT SUBSIDI TDP KTB'
 'NEW CAR PROGRAM COP HPM ASURANSI CASH']
c:\users\predator\pycharmprojects\study\venv\lib\site-packages\matplotlib\backends\backend_agg.py:240: RuntimeWarning: Glyph 9 missing from current font.
  font.set_text(s, 0.0, flags=flags)
c:\users\predator\pycharmprojects\study\venv\lib\site-packages\matplotlib\backends\backend_agg.py:203: RuntimeWarning: Glyph 9 missing from current font.
  font.set_text(s, 0, flags=flags)
In [25]:
print(df.AutoApprovalFailed.value_counts(dropna = False))
plt.subplot(1,2,1)
df.AutoApprovalFailed.value_counts(dropna= False).plot.bar()
plt.xlabel('AutoApprovalFailed')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.AutoApprovalFailed.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('AutoApprovalFailed')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.AutoApprovalFailed.unique())
-                                             55631
Cabang Tidak Bisa Auto Approve                19617
Loan To Value                                 12844
DownPayment Minimum                           9273 
Maximum Exposure                              8069 
Bi Checking                                   7295 
Lama Kerja CMO                                7239 
Alergic Person                                5763 
Jarak Tempat Tinggal atau Kerja Max 100 KM    5383 
BIC For Autoapproval                          5267 
Industri Terdampak Covid-19                   2251 
Credit Scoring                                2169 
Status Rumah                                  2097 
Maksimum DBR                                  1846 
Branch that are not autoapp                   1528 
Passenger Car                                 1275 
Asuransi Khusus                               987  
Type Kendaraan Brand A                        873  
First Installment                             519  
Type Kendaraan                                507  
List Cmo Failed                               469  
Data WO Pefindo                               363  
Insurance Coverage                            333  
Brands that are not autoapp                   302  
Distance Based on Zipcode                     248  
Minimal Pendapatan                            199  
Negative List Customer                        11   
Name: AutoApprovalFailed, dtype: int64
['Cabang Tidak Bisa Auto Approve' '-' 'Alergic Person' 'Bi Checking'
 'DownPayment Minimum' 'Lama Kerja CMO'
 'Jarak Tempat Tinggal atau Kerja Max 100 KM' 'Passenger Car'
 'Minimal Pendapatan' 'Status Rumah' 'Maximum Exposure' 'Credit Scoring'
 'Loan To Value' 'BIC For Autoapproval' 'Data WO Pefindo'
 'Branch that are not autoapp' 'Industri Terdampak Covid-19'
 'Type Kendaraan' 'Insurance Coverage' 'Brands that are not autoapp'
 'Negative List Customer' 'Distance Based on Zipcode' 'Maksimum DBR'
 'First Installment' 'Type Kendaraan Brand A' 'Asuransi Khusus'
 'List Cmo Failed']
In [26]:
print(df.DPPercentage.describe())
print(df.DPPercentage.value_counts(dropna= False,bins=8).sort_index(ascending=True))
df.DPPercentage.value_counts(normalize=True, dropna= False).round(4) * 100
df.DPPercentage.plot.hist(bins=8)
plt.show()
count    152358.000000
mean     35.600079    
std      12.048048    
min      0.000000     
25%      27.750694    
50%      30.568143    
75%      40.692892    
max      93.708332    
Name: DPPercentage, dtype: float64
(-0.0947, 11.714]    18   
(11.714, 23.427]     8561 
(23.427, 35.141]     89106
(35.141, 46.854]     28187
(46.854, 58.568]     16709
(58.568, 70.281]     7049 
(70.281, 81.995]     2456 
(81.995, 93.708]     272  
Name: DPPercentage, dtype: int64
In [28]:
print(df.SektorEkonomi.value_counts(dropna = False))
plt.subplot(1,2,1)
df.SektorEkonomi.value_counts(dropna= False).plot.bar()
plt.xlabel('SektorEkonomi')
plt.ylabel('Amount')
plt.subplot(1,2,2)
prob=df['SektorEkonomi'].value_counts(normalize=True, dropna= False).round(4) * 100
threshold=0.1
mask=prob>threshold
tail_prob=prob.loc[~mask].sum()
prob=prob.loc[mask]
prob['OTHER']=tail_prob
prob.plot.bar()
plt.xlabel('SektorEkonomi')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.SektorEkonomi.unique())
RUMAH TANGGA UNTUK PEMILIKAN MOBIL RODA EMPAT                                                                                    89863
AKTIVITAS JASA PERORANGAN LAINNYA                                                                                                60063
RUMAH TANGGA UNTUK PEMILIKAN RUMAH TINGGAL S.D. TIPE 21                                                                          895  
AKTIVITAS ORGANISASI KEANGGOTAAN LAINNYA YTDL                                                                                    267  
RUMAH TANGGA UNTUK PEMILIKAN FLAT ATAU APARTEMEN TIPE DIATAS 70                                                                  165  
BUKAN LAPANGAN USAHA LAINNYA                                                                                                     121  
RUMAH TANGGA UNTUK PEMILIKAN RUMAH TOKO (RUKO) ATAU RUMAH KANTOR (RUKAN)                                                         109  
RUMAH TANGGA UNTUK PEMILIKAN KENDARAAN BERMOTOR LAINNYA                                                                          94   
AKTIVITAS BADAN INTERNASIONAL DAN BADAN EKSTRA INTERNASIONAL LAINNYA                                                             72   
RUMAH TANGGA UNTUK PEMILIKAN RUMAH TINGGAL TIPE DIATAS 21 S.D. 70                                                                47   
RUMAH TANGGA UNTUK PEMILIKAN PERALATAN LAINNYA                                                                                   32   
RUMAH TANGGA UNTUK KEPERLUAN MULTIGUNA LAINNYA                                                                                   30   
ADMINISTRASI PEMERINTAHAN DAN KEBIJAKAN EKONOMI DAN SOSIAL                                                                       29   
RUMAH TANGGA UNTUK PEMILIKAN RUMAH TINGGAL TIPE DIATAS 70                                                                        21   
AKTIVITAS RUMAH SAKIT                                                                                                            20   
PENYEDIAAN AKOMODASI LAINNYA                                                                                                     19   
INDUSTRI PRODUK MAKANAN LAINNYA                                                                                                  17   
AKTIVITAS PROFESIONAL, ILMIAH DAN TEKNIS LAINNYA                                                                                 17   
RUMAH TANGGA UNTUK PEMILIKAN FLAT ATAU APARTEMEN TIPE DIATAS 21 S.D. 70                                                          16   
PERDAGANGAN BESAR GULA, COKLAT DAN KEMBANG GULA                                                                                  15   
PERDAGANGAN MOBIL                                                                                                                12   
RUMAH TANGGA UNTUK PEMILIKAN SEPEDA BERMOTOR                                                                                     12   
PENDIDIKAN LAINNYA                                                                                                               11   
KONSTRUKSI GEDUNG LAINNYA                                                                                                        10   
PERKEBUNAN BUAH KELAPA SAWIT                                                                                                     9    
PETERNAKAN UNGGAS                                                                                                                9    
PERDAGANGAN ECERAN YANG UTAMANYA MAKANAN, MINUMAN ATAU TEMBAKAU DI TOKO                                                          9    
RESTORAN DAN RUMAH MAKAN                                                                                                         9    
PERDAGANGAN ECERAN KHUSUS BARANG LAINNYA YTDL                                                                                    9    
PENGGALIAN BATU, PASIR DAN TANAH LIAT                                                                                            8    
INDUSTRI MESIN PENAMBANGAN, PENGGALIAN DAN KONSTRUKSI                                                                            8    
PERDAGANGAN BESAR BARANG KEPERLUAN RUMAH TANGGA LAINNYA                                                                          8    
PENDIDIKAN DASAR DAN PENDIDIKAN ANAK USIA DINI                                                                                   8    
HOTEL BINTANG                                                                                                                    8    
PERDAGANGAN ECERAN KHUSUS BARANG DAN BAHAN BANGUNAN, CAT DAN KACA DI TOKO                                                        7    
INDUSTRI SUKU CADANG DAN AKSESORI KENDARAAN BERMOTOR RODA EMPAT ATAU LEBIH                                                       7    
PENDIDIKAN MENENGAH                                                                                                              7    
INDUSTRI PENGOLAHAN LAINNYA                                                                                                      6    
RUMAH TANGGA UNTUK PEMILIKAN FLAT ATAU APARTEMEN S.D. TIPE 21                                                                    6    
AKTIVITAS PENYEWAAN DAN SEWA GUNA USAHA TANPA HAK OPSI ALAT TRANSPORTASI DARAT BUKAN KENDARAAN BERMOTOR RODA EMPAT ATAU LEBIH    6    
AKTIVITAS POS DAN KURIR                                                                                                          6    
PERDAGANGAN ECERAN KHUSUS MAKANAN, MINUMAN DAN TEMBAKAU LAINNYA DI TOKO                                                          6    
AKTIVITAS HUKUM DAN AKUNTANSI                                                                                                    5    
RUMAH TANGGA UNTUK PEMILIKAN TRUK DAN KENDARAAN BERMOTOR RODA ENAM ATAU LEBIH                                                    5    
PERTAMBANGAN BATU BARA DAN LIGNIT                                                                                                5    
PERDAGANGAN BESAR PRODUK LAINNYA YTDL                                                                                            5    
PENYEDIAAN MAKANAN DAN MINUMAN LAINNYA                                                                                           5    
AKTIVITAS PELAYANAN KESEHATAN MANUSIA LAINNYA                                                                                    5    
PETERNAKAN LAINNYA                                                                                                               5    
PERTANIAN PADI                                                                                                                   5    
PERDAGANGAN BESAR BAHAN KONSTRUKSI LAINNYA                                                                                       4    
PENANGKAPAN BIOTA AIR LAINNYA DI LAUT                                                                                            4    
PERDAGANGAN BESAR TEKSTIL, PAKAIAN DAN ALAS KAKI LAINNYA                                                                         4    
INDUSTRI FURNITUR                                                                                                                4    
RUMAH TANGGA UNTUK PEMILIKAN TELEVISI, RADIO, DAN ALAT ELEKTRONIK                                                                4    
PERDAGANGAN ECERAN KHUSUS BAHAN KIMIA, BARANG FARMASI, ALAT KEDOKTERAN, PARFUM DAN KOSMETIK DI TOKO                              4    
INDUSTRI KERTAS DAN PAPAN KERTAS BERGELOMBANG DAN WADAH DARI KERTAS DAN PAPAN KERTAS                                             4    
INDUSTRI SEPEDA MOTOR RODA DUA DAN TIGA                                                                                          4    
INDUSTRI BARANG KIMIA LAINNYA YTDL                                                                                               4    
INDUSTRI PERALATAN PENGONTROL DAN PENDISTRIBUSIAN LISTRIK                                                                        4    
PERDAGANGAN ECERAN KHUSUS PAKAIAN, ALAS KAKI DAN BARANG DARI KULIT DI TOKO                                                       4    
AKTIVITAS JASA KEUANGAN LAINNYA YTDL, BUKAN ASURANSI DAN DANA PENSIUN                                                            3    
INDUSTRI KAROSERI KENDARAAN BERMOTOR RODA EMPAT ATAU LEBIH DAN INDUSTRI TRAILER DAN SEMI TRAILER                                 3    
RUMAH TANGGA UNTUK PEMILIKAN FURNITUR DAN PERALATAN RUMAH TANGGA                                                                 3    
INDUSTRI BARANG LOGAM SIAP PASANG UNTUK BANGUNAN, TANGKI, TANDON AIR DAN GENERATOR UAP                                           3    
INDUSTRI PUPUK DAN BAHAN SENYAWA NITROGEN                                                                                        3    
PERDAGANGAN KAYU                                                                                                                 3    
PERANTARA MONETER                                                                                                                3    
PENDIDIKAN TINGGI                                                                                                                3    
PERDAGANGAN ECERAN KHUSUS BAHAN BAKAR KENDARAAN BERMOTOR                                                                         3    
INDUSTRI PERALATAN FOTOGRAFI DAN INSTRUMEN OPTIK BUKAN KACA MATA                                                                 3    
ANGKUTAN LAUT DALAM NEGERI UNTUK PENUMPANG                                                                                       2    
INDUSTRI KOMPUTER DAN PERLENGKAPANNYA                                                                                            2    
INDUSTRI MESIN KEPERLUAN KHUSUS LAINNYA                                                                                          2    
PERDAGANGAN ECERAN KAKI LIMA DAN LOS PASAR MAKANAN, MINUMAN DAN PRODUK TEMBAKAU HASIL INDUSTRI PENGOLAHAN                        2    
INDUSTRI BARANG DARI PLASTIK                                                                                                     2    
INDUSTRI KABEL DAN PERLENGKAPANNYA                                                                                               2    
PERDAGANGAN ECERAN KHUSUS TEKSTIL DI TOKO                                                                                        2    
KONSTRUKSI BANGUNAN SIPIL LAINNYA YTDL                                                                                           2    
INDUSTRI PEMBUATAN KAPAL DAN PERAHU                                                                                              2    
AKTIVITAS PRODUKSI GAMBAR BERGERAK, VIDEO DAN PROGRAM TELEVISI                                                                   2    
INDUSTRI ROKOK DAN PRODUK TEMBAKAU LAINNYA                                                                                       2    
REAL ESTATE PERUMAHAN SEDERHANA PERUMNAS TIPE 22 S.D. 70                                                                         2    
INDUSTRI PENGECORAN BESI DAN BAJA                                                                                                2    
INDUSTRI KENDARAAN BERMOTOR RODA EMPAT ATAU LEBIH                                                                                2    
AKTIVITAS SOSIAL                                                                                                                 2    
PERDAGANGAN SUKU CADANG SEPEDA MOTOR DAN AKSESORINYA                                                                             2    
INDUSTRI BUBUR KERTAS, KERTAS DAN PAPAN KERTAS                                                                                   2    
INDUSTRI KAYU LAPIS, VENEER DAN SEJENISNYA                                                                                       2    
AKTIVITAS PENUNJANG JASA KEUANGAN LAINNYA                                                                                        2    
INDUSTRI PRODUK ROTI DAN KUE                                                                                                     2    
PENYIAPAN TANAH PEMUKIMAN TRANSMIGRASI (PTPT)                                                                                    2    
AKTIVITAS KANTOR BERITA                                                                                                          2    
PERDAGANGAN BESAR BAHAN BAKAR PADAT, CAIR DAN GAS DAN PRODUK YBDI                                                                2    
PENGADAAN DAN DISTRIBUSI GAS ALAM DAN BUATAN                                                                                     2    
PERTANIAN JAGUNG                                                                                                                 2    
INSTALASI SISTEM KELISTRIKAN, AIR (PIPA) DAN INSTALASI KONSTRUKSI LAINNYA                                                        2    
PERDAGANGAN SUKU CADANG DAN AKSESORI MOBIL                                                                                       2    
INDUSTRI PERALATAN IRADIASI, ELEKTROMEDIKAL DAN ELEKTROTERAPI                                                                    2    
INDUSTRI BARANG LAINNYA DARI KAYU; INDUSTRI BARANG DARI GABUS DAN BARANG ANYAMAN DARI JERAMI, ROTAN, BAMBU DAN SEJENISNYA        2    
INDUSTRI SEMEN, KAPUR DAN GIPS                                                                                                   2    
PERDAGANGAN ECERAN BERBAGAI MACAM BARANG YANG DIDOMINASI OLEH BARANG BUKAN MAKANAN DAN TEMBAKAU DI TOKO                          2    
AKTIVITAS KONSULTASI KOMPUTER DAN MANAJEMEN FASILITAS KOMPUTER                                                                   2    
AKTIVITAS PENUNJANG ANGKUTAN                                                                                                     2    
INDUSTRI TEKSTIL LAINNYA                                                                                                         2    
ASURANSI, REASURANSI DAN DANA PENSIUN, BUKAN JAMINAN SOSIAL WAJIB                                                                2    
PERDAGANGAN ECERAN KHUSUS KOMODITI MAKANAN DARI HASIL PERTANIAN DI TOKO                                                          2    
PERTAMBANGAN DAN PENGGALIAN LAINNYA YTDL                                                                                         2    
INDUSTRI PAKAIAN JADI DAN PERLENGKAPANNYA, BUKAN PAKAIAN JADI DARI KULIT BERBULU                                                 2    
INDUSTRI PENGGILINGAN SERELIA DAN BIJI-BIJIAN LAINNYA (BUKAN BERAS DAN JAGUNG)                                                   2    
RUMAH TANGGA UNTUK KEPERLUAN MULTIGUNA BERAGUNAN APARTEMEN TIPE 22 S.D 70                                                        1    
PERKEBUNAN TANAMAN OBAT/BAHAN FARMASI                                                                                            1    
PERDAGANGAN KARET                                                                                                                1    
RUMAH TANGGA UNTUK KEPERLUAN MULTIGUNA BERAGUNAN RUMAH TINGGAL TIPE DIATAS 70                                                    1    
INDUSTRI MINUMAN                                                                                                                 1    
PERTANIAN TANAMAN SEMUSIM LAINNYA YTDL                                                                                           1    
RUMAH TANGGA UNTUK KEPERLUAN MULTIGUNA BERAGUNAN RUKO/RUKAN                                                                      1    
KONSTRUKSI JALAN RAYA SELAIN TOL                                                                                                 1    
INDUSTRI PENGOLAHAN DAN PENGAWETAN LAINNYA BUAH-BUAHAN DAN SAYURAN                                                               1    
INDUSTRI KOPRA, TEPUNG DAN PELET KELAPA                                                                                          1    
PERPUSTAKAAN DAN ARSIP                                                                                                           1    
ANGKUTAN LAUT LUAR NEGERI UNTUK PENUMPANG                                                                                        1    
PERKEBUNAN KARET DAN TANAMAN PENGHASIL GETAH LAINNYA                                                                             1    
ANGKUTAN UDARA BERJADWAL UNTUK PENUMPANG                                                                                         1    
AKTIVITAS PENGOLAHAN DATA                                                                                                        1    
EKSTRAKSI GARAM                                                                                                                  1    
PERDAGANGAN BESAR HASIL PERIKANAN                                                                                                1    
JASA NILAI TAMBAH TELEPONI DAN JASA MULTIMEDIA                                                                                   1    
PERTANIAN TANAMAN UNTUK BAHAN MINUMAN LAINNYA                                                                                    1    
PERDAGANGAN ECERAN MELALUI PEMESANAN POS ATAU INTERNET                                                                           1    
PERTAMBANGAN PASIR BESI DAN BIJIH BESI                                                                                           1    
REAL ESTATE GEDUNG RUMAH TOKO (RUKO) ATAU RUMAH KANTOR (RUKAN)                                                                   1    
AKTIVITAS PENYEWAAN DAN SEWA GUNA USAHA TANPA HAK OPSI MESIN DAN PERALATAN KONSTRUKSI DAN TEKNIK SIPIL                           1    
KONSTRUKSI PERUMAHAN SEDERHANA BANK TABUNGAN NEGARA                                                                              1    
PERTANIAN SAYURAN, BUAH DAN ANEKA UMBI LAINNYA                                                                                   1    
INDUSTRI PENGOLAHAN DAN PENGAWETAN IKAN DAN BIOTA AIR                                                                            1    
PERDAGANGAN BESAR BERAS                                                                                                          1    
INDUSTRI MESIN TEKSTIL, PAKAIAN JADI DAN PRODUK KULIT                                                                            1    
INDUSTRI BAHAN BAKAR DAN MINYAK PELUMAS HASIL PENGILANGAN MINYAK BUMI                                                            1    
PERTANIAN TANAMAN HIAS                                                                                                           1    
AKTIVITAS PENUNJANG PERTAMBANGAN MINYAK BUMI DAN GAS ALAM                                                                        1    
PENGELOLAAN AIR                                                                                                                  1    
PERDAGANGAN BESAR ATAS DASAR BALAS JASA (fee) ATAU KONTRAK                                                                       1    
RUMAH TANGGA UNTUK KEPERLUAN YANG TIDAK DIKLASIFIKASIKAN DI TEMPAT LAIN                                                          1    
AKTIVITAS PENYEWAAN DAN SEWA GUNA USAHA TANPA HAK OPSI ALAT TRANSPORTASI UDARA                                                   1    
PERTAMBANGAN MINYAK BUMI DAN GAS ALAM                                                                                            1    
PENANGKAPAN IKAN LAINNYA                                                                                                         1    
PERDAGANGAN BESAR HASIL PERTANIAN DAN HEWAN HIDUP LAINNYA                                                                        1    
RUMAH TANGGA UNTUK PEMILIKAN KOMPUTER DAN ALAT KOMUNIKASI                                                                        1    
INDUSTRI ALAT UKUR WAKTU                                                                                                         1    
KONSTRUKSI GEDUNG PERBELANJAAN PASAR INPRES                                                                                      1    
REAL ESTAT ATAS DASAR BALAS JASA (fee) ATAU KONTRAK                                                                              1    
PERDAGANGAN ECERAN BARANG KERAJINAN DAN LUKISAN DI TOKO                                                                          1    
INDUSTRI TEMPE DAN TAHU KEDELAI                                                                                                  1    
KONSTRUKSI JALAN TOL                                                                                                             1    
INDUSTRI BATU BATERAI DAN AKUMULATOR LISTRIK                                                                                     1    
AKTIVITAS TELEKOMUNIKASI LAINNYA YTDL                                                                                            1    
PERTAMBANGAN MINERAL, BAHAN KIMIA DAN BAHAN PUPUK                                                                                1    
PERDAGANGAN ECERAN KHUSUS BARANG BUDAYA DAN REKREASI DI TOKO KHUSUS                                                              1    
AKTIVITAS PENUNJANG ASURANSI DAN DANA PENSIUN                                                                                    1    
PERDAGANGAN BESAR ALAT LABORATORIUM, FARMASI DAN KEDOKTERAN                                                                      1    
INDUSTRI PENGOLAHAN TEMBAKAU LAINNYA                                                                                             1    
KONSTRUKSI BANGUNAN ELEKTRIKAL DAN KOMUNIKASI LAINNYA                                                                            1    
AKTIVITAS PENYEWAAN DAN SEWA GUNA USAHA TANPA HAK OPSI BARANG PRIBADI DAN RUMAH TANGGA                                           1    
SEWA GUNA USAHA DENGAN HAK OPSI                                                                                                  1    
PENELITIAN DAN PENGEMBANGAN ILMU PENGETAHUAN SOSIAL DAN HUMANIORA                                                                1    
INDUSTRI PENGOLAHAN SUSU, PRODUK DARI SUSU DAN ES KRIM                                                                           1    
PERDAGANGAN BESAR PUPUK DAN PRODUK AGROKIMIA                                                                                     1    
INDUSTRI FARMASI, PRODUK OBAT KIMIA DAN OBAT TRADISIONAL                                                                         1    
PERDAGANGAN BIJI KELAPA SAWIT                                                                                                    1    
PERTANIAN BUAH JERUK                                                                                                             1    
AKTIVITAS PENYEWAAN DAN SEWA GUNA USAHA TANPA HAK OPSI MESIN KANTOR DAN PERALATANNYA                                             1    
INDUSTRI PERALATAN KOMUNIKASI                                                                                                    1    
REAL ESTATE LAINNYA                                                                                                              1    
AKTIVITAS TELEKOMUNIKASI DENGAN KABEL, TANPA KABEL DAN SATELIT                                                                   1    
ANGKUTAN PENYEBERANGAN UNTUK PENUMPANG                                                                                           1    
PERDAGANGAN ECERAN KAKI LIMA DAN LOS PASAR TEKSTIL, PAKAIAN DAN ALAS KAKI                                                        1    
PERDAGANGAN BESAR BAHAN MAKANAN DAN MINUMAN HASIL PERTANIAN LAINNYA                                                              1    
INDUSTRI PERALATAN RUMAH TANGGA                                                                                                  1    
INDUSTRI LOGAM DASAR BESI DAN BAJA                                                                                               1    
PENYIAPAN LAHAN LAINNYA DAN PEMBONGKARAN                                                                                         1    
INDUSTRI MINYAK MENTAH DAN LEMAK NABATI DAN HEWANI LAINNYA                                                                       1    
PERKEBUNAN TEBU                                                                                                                  1    
Name: SektorEkonomi, dtype: int64
['AKTIVITAS JASA PERORANGAN LAINNYA'
 'RUMAH TANGGA UNTUK PEMILIKAN MOBIL RODA EMPAT'
 'BUKAN LAPANGAN USAHA LAINNYA'
 'RUMAH TANGGA UNTUK PEMILIKAN RUMAH TINGGAL S.D. TIPE 21'
 'INDUSTRI PERALATAN IRADIASI, ELEKTROMEDIKAL DAN ELEKTROTERAPI'
 'AKTIVITAS HUKUM DAN AKUNTANSI' 'PERDAGANGAN MOBIL'
 'INDUSTRI PEMBUATAN KAPAL DAN PERAHU'
 'AKTIVITAS ORGANISASI KEANGGOTAAN LAINNYA YTDL'
 'PERDAGANGAN ECERAN KHUSUS BARANG DAN BAHAN BANGUNAN, CAT DAN KACA DI TOKO'
 'REAL ESTATE PERUMAHAN SEDERHANA PERUMNAS TIPE 22 S.D. 70'
 'ANGKUTAN UDARA BERJADWAL UNTUK PENUMPANG'
 'PERDAGANGAN ECERAN KAKI LIMA DAN LOS PASAR MAKANAN, MINUMAN DAN PRODUK TEMBAKAU HASIL INDUSTRI PENGOLAHAN'
 'AKTIVITAS KANTOR BERITA'
 'AKTIVITAS PROFESIONAL, ILMIAH DAN TEKNIS LAINNYA'
 'PERDAGANGAN BESAR PRODUK LAINNYA YTDL'
 'PERDAGANGAN ECERAN KHUSUS MAKANAN, MINUMAN DAN TEMBAKAU LAINNYA DI TOKO'
 'AKTIVITAS PELAYANAN KESEHATAN MANUSIA LAINNYA'
 'AKTIVITAS PENYEWAAN DAN SEWA GUNA USAHA TANPA HAK OPSI MESIN KANTOR DAN PERALATANNYA'
 'INDUSTRI KAYU LAPIS, VENEER DAN SEJENISNYA' 'REAL ESTATE LAINNYA'
 'RUMAH TANGGA UNTUK PEMILIKAN KENDARAAN BERMOTOR LAINNYA'
 'RUMAH TANGGA UNTUK PEMILIKAN FLAT ATAU APARTEMEN TIPE DIATAS 70'
 'PETERNAKAN UNGGAS' 'PERANTARA MONETER'
 'ANGKUTAN PENYEBERANGAN UNTUK PENUMPANG'
 'ADMINISTRASI PEMERINTAHAN DAN KEBIJAKAN EKONOMI DAN SOSIAL'
 'PERDAGANGAN ECERAN KAKI LIMA DAN LOS PASAR TEKSTIL, PAKAIAN DAN ALAS KAKI'
 'KONSTRUKSI BANGUNAN SIPIL LAINNYA YTDL' 'PENDIDIKAN LAINNYA'
 'INDUSTRI PRODUK MAKANAN LAINNYA' 'PERKEBUNAN BUAH KELAPA SAWIT'
 'PENYIAPAN LAHAN LAINNYA DAN PEMBONGKARAN' 'PENDIDIKAN TINGGI'
 'AKTIVITAS TELEKOMUNIKASI DENGAN KABEL, TANPA KABEL DAN SATELIT'
 'AKTIVITAS BADAN INTERNASIONAL DAN BADAN EKSTRA INTERNASIONAL LAINNYA'
 'INDUSTRI PERALATAN PENGONTROL DAN PENDISTRIBUSIAN LISTRIK'
 'KONSTRUKSI JALAN TOL'
 'INDUSTRI SUKU CADANG DAN AKSESORI KENDARAAN BERMOTOR RODA EMPAT ATAU LEBIH'
 'INDUSTRI KENDARAAN BERMOTOR RODA EMPAT ATAU LEBIH'
 'KONSTRUKSI GEDUNG LAINNYA'
 'INDUSTRI PERALATAN FOTOGRAFI DAN INSTRUMEN OPTIK BUKAN KACA MATA'
 'INDUSTRI ALAT UKUR WAKTU' 'KONSTRUKSI GEDUNG PERBELANJAAN PASAR INPRES'
 'RESTORAN DAN RUMAH MAKAN'
 'INDUSTRI MESIN PENAMBANGAN, PENGGALIAN DAN KONSTRUKSI'
 'PERDAGANGAN ECERAN BARANG KERAJINAN DAN LUKISAN DI TOKO'
 'PENGGALIAN BATU, PASIR DAN TANAH LIAT'
 'PERTAMBANGAN MINYAK BUMI DAN GAS ALAM'
 'INDUSTRI BATU BATERAI DAN AKUMULATOR LISTRIK'
 'RUMAH TANGGA UNTUK PEMILIKAN SEPEDA BERMOTOR'
 'INDUSTRI SEPEDA MOTOR RODA DUA DAN TIGA' 'PENDIDIKAN MENENGAH'
 'AKTIVITAS PENUNJANG ANGKUTAN'
 'RUMAH TANGGA UNTUK PEMILIKAN RUMAH TOKO (RUKO) ATAU RUMAH KANTOR (RUKAN)'
 'INDUSTRI TEKSTIL LAINNYA' 'PENYEDIAAN AKOMODASI LAINNYA'
 'PERDAGANGAN ECERAN KHUSUS BARANG LAINNYA YTDL' 'INDUSTRI FURNITUR'
 'PERDAGANGAN ECERAN KHUSUS BAHAN BAKAR KENDARAAN BERMOTOR'
 'AKTIVITAS POS DAN KURIR'
 'PERDAGANGAN BESAR ALAT LABORATORIUM, FARMASI DAN KEDOKTERAN'
 'INDUSTRI PENGOLAHAN TEMBAKAU LAINNYA'
 'PENDIDIKAN DASAR DAN PENDIDIKAN ANAK USIA DINI' 'HOTEL BINTANG'
 'INDUSTRI PERALATAN KOMUNIKASI'
 'PERDAGANGAN ECERAN YANG UTAMANYA MAKANAN, MINUMAN ATAU TEMBAKAU DI TOKO'
 'RUMAH TANGGA UNTUK KEPERLUAN YANG TIDAK DIKLASIFIKASIKAN DI TEMPAT LAIN'
 'RUMAH TANGGA UNTUK KEPERLUAN MULTIGUNA LAINNYA'
 'PERDAGANGAN BESAR TEKSTIL, PAKAIAN DAN ALAS KAKI LAINNYA'
 'ASURANSI, REASURANSI DAN DANA PENSIUN, BUKAN JAMINAN SOSIAL WAJIB'
 'RUMAH TANGGA UNTUK PEMILIKAN RUMAH TINGGAL TIPE DIATAS 21 S.D. 70'
 'RUMAH TANGGA UNTUK PEMILIKAN RUMAH TINGGAL TIPE DIATAS 70'
 'AKTIVITAS PENUNJANG ASURANSI DAN DANA PENSIUN'
 'RUMAH TANGGA UNTUK PEMILIKAN TELEVISI, RADIO, DAN ALAT ELEKTRONIK'
 'PERDAGANGAN ECERAN KHUSUS BAHAN KIMIA, BARANG FARMASI, ALAT KEDOKTERAN, PARFUM DAN KOSMETIK DI TOKO'
 'PERDAGANGAN ECERAN KHUSUS BARANG BUDAYA DAN REKREASI DI TOKO KHUSUS'
 'PERTAMBANGAN MINERAL, BAHAN KIMIA DAN BAHAN PUPUK'
 'AKTIVITAS TELEKOMUNIKASI LAINNYA YTDL'
 'PERDAGANGAN ECERAN KHUSUS KOMODITI MAKANAN DARI HASIL PERTANIAN DI TOKO'
 'AKTIVITAS RUMAH SAKIT' 'INDUSTRI TEMPE DAN TAHU KEDELAI'
 'PERDAGANGAN ECERAN BERBAGAI MACAM BARANG YANG DIDOMINASI OLEH BARANG BUKAN MAKANAN DAN TEMBAKAU DI TOKO'
 'RUMAH TANGGA UNTUK PEMILIKAN FLAT ATAU APARTEMEN TIPE DIATAS 21 S.D. 70'
 'AKTIVITAS KONSULTASI KOMPUTER DAN MANAJEMEN FASILITAS KOMPUTER'
 'PENANGKAPAN BIOTA AIR LAINNYA DI LAUT'
 'REAL ESTAT ATAS DASAR BALAS JASA (fee) ATAU KONTRAK'
 'PERDAGANGAN BESAR GULA, COKLAT DAN KEMBANG GULA'
 'PERDAGANGAN BESAR BAHAN KONSTRUKSI LAINNYA'
 'RUMAH TANGGA UNTUK PEMILIKAN KOMPUTER DAN ALAT KOMUNIKASI'
 'PERDAGANGAN BESAR HASIL PERTANIAN DAN HEWAN HIDUP LAINNYA'
 'PERDAGANGAN KAYU' 'INDUSTRI SEMEN, KAPUR DAN GIPS'
 'PERTAMBANGAN DAN PENGGALIAN LAINNYA YTDL' 'PENANGKAPAN IKAN LAINNYA'
 'INDUSTRI PENGGILINGAN SERELIA DAN BIJI-BIJIAN LAINNYA (BUKAN BERAS DAN JAGUNG)'
 'INDUSTRI PAKAIAN JADI DAN PERLENGKAPANNYA, BUKAN PAKAIAN JADI DARI KULIT BERBULU'
 'KONSTRUKSI BANGUNAN ELEKTRIKAL DAN KOMUNIKASI LAINNYA'
 'PERDAGANGAN BESAR BARANG KEPERLUAN RUMAH TANGGA LAINNYA'
 'PENYEDIAAN MAKANAN DAN MINUMAN LAINNYA'
 'PERDAGANGAN SUKU CADANG DAN AKSESORI MOBIL'
 'AKTIVITAS PENYEWAAN DAN SEWA GUNA USAHA TANPA HAK OPSI BARANG PRIBADI DAN RUMAH TANGGA'
 'INDUSTRI BARANG KIMIA LAINNYA YTDL'
 'PERDAGANGAN ECERAN KHUSUS PAKAIAN, ALAS KAKI DAN BARANG DARI KULIT DI TOKO'
 'INDUSTRI MESIN KEPERLUAN KHUSUS LAINNYA'
 'INDUSTRI MINYAK MENTAH DAN LEMAK NABATI DAN HEWANI LAINNYA'
 'RUMAH TANGGA UNTUK PEMILIKAN PERALATAN LAINNYA'
 'INDUSTRI BARANG DARI PLASTIK' 'INDUSTRI LOGAM DASAR BESI DAN BAJA'
 'INDUSTRI KABEL DAN PERLENGKAPANNYA'
 'PERDAGANGAN ECERAN KHUSUS TEKSTIL DI TOKO'
 'INDUSTRI KERTAS DAN PAPAN KERTAS BERGELOMBANG DAN WADAH DARI KERTAS DAN PAPAN KERTAS'
 'INDUSTRI PERALATAN RUMAH TANGGA'
 'AKTIVITAS PRODUKSI GAMBAR BERGERAK, VIDEO DAN PROGRAM TELEVISI'
 'INDUSTRI ROKOK DAN PRODUK TEMBAKAU LAINNYA'
 'PERDAGANGAN BESAR BAHAN MAKANAN DAN MINUMAN HASIL PERTANIAN LAINNYA'
 'INDUSTRI PENGOLAHAN LAINNYA'
 'AKTIVITAS JASA KEUANGAN LAINNYA YTDL, BUKAN ASURANSI DAN DANA PENSIUN'
 'ANGKUTAN LAUT DALAM NEGERI UNTUK PENUMPANG'
 'AKTIVITAS PENYEWAAN DAN SEWA GUNA USAHA TANPA HAK OPSI ALAT TRANSPORTASI DARAT BUKAN KENDARAAN BERMOTOR RODA EMPAT ATAU LEBIH'
 'PERTANIAN PADI' 'AKTIVITAS SOSIAL'
 'PERDAGANGAN SUKU CADANG SEPEDA MOTOR DAN AKSESORINYA'
 'INDUSTRI BUBUR KERTAS, KERTAS DAN PAPAN KERTAS'
 'PENELITIAN DAN PENGEMBANGAN ILMU PENGETAHUAN SOSIAL DAN HUMANIORA'
 'INDUSTRI PENGECORAN BESI DAN BAJA'
 'INDUSTRI BARANG LOGAM SIAP PASANG UNTUK BANGUNAN, TANGKI, TANDON AIR DAN GENERATOR UAP'
 'AKTIVITAS PENUNJANG JASA KEUANGAN LAINNYA' 'PETERNAKAN LAINNYA'
 'INDUSTRI PRODUK ROTI DAN KUE' 'PERTANIAN BUAH JERUK'
 'PERDAGANGAN BIJI KELAPA SAWIT'
 'PENYIAPAN TANAH PEMUKIMAN TRANSMIGRASI (PTPT)'
 'INDUSTRI PUPUK DAN BAHAN SENYAWA NITROGEN'
 'PERDAGANGAN BESAR BAHAN BAKAR PADAT, CAIR DAN GAS DAN PRODUK YBDI'
 'INDUSTRI FARMASI, PRODUK OBAT KIMIA DAN OBAT TRADISIONAL'
 'PENGADAAN DAN DISTRIBUSI GAS ALAM DAN BUATAN' 'PERTANIAN JAGUNG'
 'PERDAGANGAN BESAR PUPUK DAN PRODUK AGROKIMIA'
 'INSTALASI SISTEM KELISTRIKAN, AIR (PIPA) DAN INSTALASI KONSTRUKSI LAINNYA'
 'INDUSTRI PENGOLAHAN SUSU, PRODUK DARI SUSU DAN ES KRIM'
 'SEWA GUNA USAHA DENGAN HAK OPSI'
 'INDUSTRI BARANG LAINNYA DARI KAYU; INDUSTRI BARANG DARI GABUS DAN BARANG ANYAMAN DARI JERAMI, ROTAN, BAMBU DAN SEJENISNYA'
 'AKTIVITAS PENYEWAAN DAN SEWA GUNA USAHA TANPA HAK OPSI ALAT TRANSPORTASI UDARA'
 'PERTAMBANGAN BATU BARA DAN LIGNIT' 'KONSTRUKSI JALAN RAYA SELAIN TOL'
 'INDUSTRI KOPRA, TEPUNG DAN PELET KELAPA'
 'INDUSTRI PENGOLAHAN DAN PENGAWETAN LAINNYA BUAH-BUAHAN DAN SAYURAN'
 'RUMAH TANGGA UNTUK PEMILIKAN FURNITUR DAN PERALATAN RUMAH TANGGA'
 'RUMAH TANGGA UNTUK KEPERLUAN MULTIGUNA BERAGUNAN RUKO/RUKAN'
 'PERKEBUNAN TANAMAN OBAT/BAHAN FARMASI' 'INDUSTRI MINUMAN'
 'ANGKUTAN LAUT LUAR NEGERI UNTUK PENUMPANG' 'EKSTRAKSI GARAM'
 'AKTIVITAS PENUNJANG PERTAMBANGAN MINYAK BUMI DAN GAS ALAM'
 'INDUSTRI BAHAN BAKAR DAN MINYAK PELUMAS HASIL PENGILANGAN MINYAK BUMI'
 'INDUSTRI KAROSERI KENDARAAN BERMOTOR RODA EMPAT ATAU LEBIH DAN INDUSTRI TRAILER DAN SEMI TRAILER'
 'INDUSTRI MESIN TEKSTIL, PAKAIAN JADI DAN PRODUK KULIT'
 'RUMAH TANGGA UNTUK PEMILIKAN FLAT ATAU APARTEMEN S.D. TIPE 21'
 'PERTAMBANGAN PASIR BESI DAN BIJIH BESI'
 'PERDAGANGAN ECERAN MELALUI PEMESANAN POS ATAU INTERNET'
 'RUMAH TANGGA UNTUK PEMILIKAN TRUK DAN KENDARAAN BERMOTOR RODA ENAM ATAU LEBIH'
 'JASA NILAI TAMBAH TELEPONI DAN JASA MULTIMEDIA'
 'INDUSTRI KOMPUTER DAN PERLENGKAPANNYA' 'AKTIVITAS PENGOLAHAN DATA'
 'PENGELOLAAN AIR' 'PERTANIAN TANAMAN UNTUK BAHAN MINUMAN LAINNYA'
 'REAL ESTATE GEDUNG RUMAH TOKO (RUKO) ATAU RUMAH KANTOR (RUKAN)'
 'AKTIVITAS PENYEWAAN DAN SEWA GUNA USAHA TANPA HAK OPSI MESIN DAN PERALATAN KONSTRUKSI DAN TEKNIK SIPIL'
 'KONSTRUKSI PERUMAHAN SEDERHANA BANK TABUNGAN NEGARA'
 'PERTANIAN SAYURAN, BUAH DAN ANEKA UMBI LAINNYA'
 'INDUSTRI PENGOLAHAN DAN PENGAWETAN IKAN DAN BIOTA AIR'
 'PERDAGANGAN BESAR BERAS' 'PERTANIAN TANAMAN HIAS'
 'PERDAGANGAN BESAR ATAS DASAR BALAS JASA (fee) ATAU KONTRAK'
 'PERDAGANGAN BESAR HASIL PERIKANAN' 'PERDAGANGAN KARET'
 'RUMAH TANGGA UNTUK KEPERLUAN MULTIGUNA BERAGUNAN RUMAH TINGGAL TIPE DIATAS 70'
 'PERTANIAN TANAMAN SEMUSIM LAINNYA YTDL' 'PERPUSTAKAAN DAN ARSIP'
 'PERKEBUNAN KARET DAN TANAMAN PENGHASIL GETAH LAINNYA'
 'RUMAH TANGGA UNTUK KEPERLUAN MULTIGUNA BERAGUNAN APARTEMEN TIPE 22 S.D 70'
 'PERKEBUNAN TEBU']
In [33]:
print(df.SupplierId.value_counts(dropna = False))
plt.subplot(1,2,1)
df.SupplierId.value_counts(dropna= False).plot.bar()
plt.xlabel('SupplierId')
plt.ylabel('Amount')
plt.subplot(1,2,2)
prob=df['SupplierId'].value_counts(normalize=True, dropna= False).round(4) * 100
threshold=0.3
mask=prob>threshold
tail_prob=prob.loc[~mask].sum()
prob=prob.loc[mask]
prob['OTHER']=tail_prob
prob.plot.bar()
plt.xlabel('SupplierId')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.SupplierId.unique())
5410035SBY    1727
5100116BDG    1520
5210113BDG    1430
57300028      1286
5720008PLB    1239
99900215      1171
51600040      1136
5210111BDG    1110
51400119      1091
5460022DNP    1006
51400379      929 
57100013      924 
5100269JUT    922 
5720015PLB    812 
5140156JTM    785 
54100064      784 
51400421      763 
51600077      745 
5150170GGD    695 
57100003      685 
50400017      676 
99900030      669 
52100093      658 
5160006DMG    656 
54100131      654 
5720013PLB    644 
50600015      642 
54300001      639 
5720011AYA    625 
5140182DPK    617 
5100097KBJ    617 
51400223      613 
54600033      604 
5610017TPL    603 
5100180BKS    600 
57100019      599 
5140249JKS    581 
5210092BDG    570 
56100006      569 
5140010JPS    560 
54100115      558 
5160014JKS    547 
5710011SEI    545 
5350034SMG    545 
5210110BDG    543 
5140350KGD    538 
54100139      537 
5100174DMG    532 
57200004      531 
51400176      525 
50900001      517 
5100219BGR    515 
5210163BDG    506 
5140184KTP    502 
52100022      500 
57200083      489 
5100181JKS    485 
51800034      484 
5210045BDG    482 
5150142TND    481 
51500102      480 
57200081      477 
55100040      467 
51400380      465 
5140174KBJ    462 
57200058      462 
5720002PLB    457 
51600089      456 
51400403      454 
51400007      448 
51500074      447 
5100247MKS    447 
5100296JKB    444 
5610010MKS    440 
5610027MKS    439 
5100002JPS    438 
5150143JKS    428 
53500002      427 
5410219SBY    427 
51400138      426 
51400358      422 
54100067      421 
51800031      414 
5140278JKB    413 
5410015SBY    408 
57300029      407 
5100223BTR    406 
57100086      404 
5210157BDG    401 
54100018      398 
50900004      395 
51500091      394 
99900250      393 
99900607      389 
51400410      389 
51400142      386 
99900108      385 
52100082      381 
5100021DMG    381 
5170005BKS    374 
5410173SBY    372 
5610018MKS    370 
5100110JKS    369 
5100180YOS    366 
5410157SBY    365 
51100003      362 
52100030      362 
5340070WHN    359 
51400333      356 
51400481      351 
51400257      351 
5140174JTM    351 
5610009RIB    349 
99900048      346 
5720014PLB    346 
5140182BKS    336 
5100268JUT    333 
51500080      332 
5410154BAS    331 
53100026      326 
51400502      326 
99900479      322 
51500176      317 
5100196JKB    317 
5610020MKS    316 
5100005TGR    315 
57200096      315 
50400018      313 
52100037      309 
54600024      309 
5410155YAN    309 
5100180KGD    307 
5350077SMG    302 
5140174BTL    299 
52200075      299 
51400476      295 
5410154AHM    295 
51400207      294 
51400121      293 
53500018      292 
5350117SMG    288 
5100180JUT    288 
51500075      285 
51500146      284 
5710422TAM    283 
52100015      281 
5410064SDA    280 
5100005JKP    279 
51800040      277 
51400455      275 
5140174JKS    275 
5160009FTM    274 
51400161      274 
55100001      272 
5720021PLB    270 
51500118      269 
5100180JKP    268 
5210110ABD    268 
5140174KGD    264 
57100043      262 
54100022      260 
5100012JUT    256 
51400382      256 
99900131      256 
51400545      252 
5460021DNP    250 
5150180JRK    248 
57300065      246 
54600038      245 
51600091      240 
51400251      240 
51800054      238 
51300053      238 
53500004      234 
51400342      234 
51400131      233 
5410155DAI    232 
52300002      232 
5150068TGR    232 
51400454      232 
57300109      231 
5150109MTH    230 
51400141      230 
99900155      229 
5160031BSD    228 
51600088      228 
51500078      227 
5140182PSM    226 
50800010      225 
54400016      224 
51400329      223 
54600025      222 
51400262      221 
5410155PCD    220 
5160084KGD    220 
5310166YOG    219 
99900017      219 
50600012      216 
55200020      214 
5320155SLO    211 
5150069JKS    209 
53100025      208 
56200012      208 
5720030PLB    207 
5160085TGR    205 
52200087      204 
5410155BAS    204 
5310024YOG    202 
99900126      202 
54300024      201 
57100012      201 
5710021ADM    200 
52200063      200 
54200004      200 
51400472      199 
5100125KBJ    197 
5150140JTM    196 
5410155KTJ    196 
99900043      196 
5100012PLT    195 
99900122      193 
52100099      191 
51400310      191 
51500055      191 
99900113      191 
5210140SKT    191 
99900083      191 
5410146SBY    188 
5720003PLB    187 
5410155JMS    186 
5140219KGD    185 
50500024      185 
5160038STR    184 
5160198CLD    181 
51800015      180 
57300025      179 
99900297      178 
5100287CBR    178 
51400160      177 
51400453      177 
5140167JUT    176 
5160010KGD    174 
5100190PSM    173 
51400486      170 
51600031      169 
5150092JUT    169 
51400313      168 
51600019      168 
5310140YOG    168 
51400072      167 
5100177JKB    167 
51400139      166 
5310054YOG    164 
51500094      163 
5170032JKP    163 
51600035      163 
55100020      163 
52100021      163 
5210140AAF    162 
51800039      162 
99900649      161 
54200026      161 
5460019DNP    161 
54100062      159 
54100023      159 
51100019      159 
50700010      157 
51400425      157 
53500024      157 
5610009URI    156 
99900187      156 
57100001      156 
55200022      155 
51400078      155 
5410053SBY    155 
51600100      155 
5140169JUT    154 
51400547      154 
52200081      154 
51400271      153 
54300022      152 
51400149      151 
5310165YOG    151 
50500011      151 
51800067      151 
57300114      150 
5140168JKP    149 
51800058      149 
51400350      148 
53100032      148 
99900164      148 
50400013      148 
5140012BPN    148 
5140165PIK    148 
99900520      148 
52200047      147 
51400124      147 
99900519      147 
54300003      146 
55200023      146 
56100065      145 
5510010SMR    144 
52100060      144 
53100006      144 
51400433      143 
5350094MJP    143 
51400114      143 
55200024      143 
57200003      142 
5100125JTM    142 
51800032      142 
51400378      142 
51400408      141 
57300098      141 
5510014SMR    141 
51400005      140 
52100016      140 
5410155WAR    139 
50800004      138 
5100021KNR    138 
54300009      137 
51500243      137 
5160023JKS    136 
5320157SKH    136 
51400258      136 
51400130      135 
5460031DNP    135 
51500104      135 
99900627      134 
50500008      134 
5140256JKP    134 
51600047      133 
54100011      133 
57300129      133 
5150144JKB    133 
5150058JKU    132 
51400196      132 
54100102      132 
5610006MKS    132 
5460010TBN    132 
51400054      132 
57500012      131 
5100012LPG    130 
99900016      130 
99900288      130 
5160059JKS    130 
51400133      129 
5140182JKB    129 
57100036      128 
5170008JUT    128 
51500003      128 
50100079      127 
5460034DNP    127 
5410155MHD    127 
99900580      127 
5140351KGD    127 
54100068      126 
52100051      126 
57400023      126 
5410166SUD    126 
57300057      126 
5140165JKP    125 
5150012JND    125 
51600113      124 
54100136      124 
57200115      123 
99900070      123 
51400391      123 
5160010JKP    123 
5610007MKS    123 
51400175      122 
50500047      122 
51600083      122 
5140312JKB    120 
57100011      120 
51500079      120 
57100015      119 
5610007ALA    119 
51800002      118 
50500005      118 
50800002      117 
54300007      117 
51500007      117 
5350094KGW    116 
5410099SBY    116 
5610007HOS    115 
50100098      114 
5410154SBY    114 
5100021JUT    113 
51800022      113 
5410210SBY    112 
50700018      111 
5450148MLG    111 
54600015      111 
99900069      111 
5350120SMG    111 
5100285JKS    110 
5100001TBT    110 
5140080BKS    110 
5140180JKT    110 
5100012BGR    109 
5320033SLO    109 
5230086CRB    109 
51600095      109 
53500038      109 
53100010      109 
51500143      109 
5410262SBY    107 
54400015      107 
54600073      107 
57300124      106 
52200013      106 
51700009      105 
57500003      104 
54100039      104 
99900372      104 
52200077      104 
57300127      103 
5710006MDN    102 
5100012JTU    102 
5160092JKB    102 
5140179DAN    101 
56100009      99  
5210161KGD    99  
52100058      99  
51100052      99  
54600047      99  
99900010      99  
51500110      98  
50900009      98  
99900139      98  
99900642      97  
51400320      97  
5140101JTM    96  
56200025      94  
57500001      94  
51400166      93  
50000002      93  
99900128      93  
51500099      92  
52100017      91  
51600076      91  
51600097      91  
51400326      91  
51500052      91  
5150107JTM    90  
5410263SBY    89  
54600045      88  
99900583      88  
5100293JKS    88  
99900630      88  
51400123      88  
52100077      87  
53500015      86  
53500065      86  
51400295      86  
51800007      85  
57300118      85  
55200013      85  
99900012      84  
56100063      84  
99900044      84  
5140356JKT    84  
55100026      83  
57100102      83  
5460009VET    82  
57300116      82  
56100058      82  
5350115JKS    82  
51400343      82  
51600008      81  
99900939      81  
54600030      81  
5460004DNP    81  
5410021SBY    81  
56200030      81  
51400479      81  
51600059      80  
51400426      80  
5150144MTR    79  
5140179GLD    79  
54100142      79  
5450016BRT    79  
53100034      79  
5210179BDG    79  
5100288JKT    78  
99900565      78  
5160006CBR    78  
51800036      77  
5350094GMB    77  
57100137      77  
54600043      77  
50200014      77  
5510006SMR    76  
5140294KGD    76  
5140245DMG    75  
5100284MND    75  
55100048      75  
5350105PWT    75  
57300125      75  
55300014      75  
5140314JKB    74  
50000001      74  
5410201SBY    74  
51700012      74  
54400019      74  
52100100      74  
5160044BGR    74  
99901063      73  
51400366      73  
51500023      73  
52100019      73  
99900107      73  
5510013BPN    72  
5710014MDN    72  
5100196JKS    72  
5100265KGD    72  
5310150SLO    72  
51400404      72  
51300070      72  
50600009      72  
56200021      71  
51400182      71  
51000015      71  
54100063      71  
52100011      71  
51400538      71  
51400220      71  
51600101      70  
51600123      70  
55100015      70  
99900344      70  
99900471      69  
52100098      69  
5450026MLG    69  
99900697      69  
51500039      69  
51500017      69  
55100027      68  
99900041      68  
50600020      68  
50500048      68  
55200031      68  
52100001      68  
99900671      67  
5160063CKR    67  
51400093      67  
99900847      67  
51400331      66  
5210149BDG    66  
54100051      66  
51600067      66  
99900755      65  
99900027      65  
54100137      65  
5140179MKR    64  
5100239JTM    64  
51500198      64  
99900865      64  
52200085      64  
51400034      64  
51800060      63  
51400369      63  
5100062JPS    63  
5150134DPK    63  
51800001      63  
51300006      63  
54100002      62  
52100048      62  
53500056      62  
5350116SMG    62  
52100104      62  
51800045      62  
51500057      61  
57100034      61  
51500195      61  
99900430      61  
52100067      61  
5460028DNP    61  
5510005SMR    61  
54600040      61  
99900331      60  
51600116      60  
56200016      59  
51600073      59  
52100113      59  
53500068      58  
54400012      58  
5170010MGD    58  
51800065      58  
5160017JUT    58  
54600075      57  
99900926      57  
54300011      57  
99900646      57  
53500008      56  
52200084      56  
57100128      56  
51400122      56  
5210108BDG    55  
5310169YOG    55  
5160211SRP    55  
51500053      55  
56200022      55  
57600001      55  
57300131      55  
57300055      55  
54100016      55  
99900090      54  
57200092      53  
5140179YOS    53  
54600037      53  
56100013      53  
53500058      53  
99900324      53  
99900609      53  
56100046      53  
5350159MTH    52  
51600132      52  
51400088      52  
5140179JKS    51  
5350103SMG    51  
51500046      51  
5160203CBR    51  
52100036      51  
51800048      51  
53500013      51  
57100083      51  
5350094PMD    51  
51500112      51  
51500205      50  
99900599      50  
57100028      50  
53100035      50  
57100010      49  
52200058      49  
51800061      49  
99900228      49  
57200014      49  
51800041      49  
50800008      49  
53500057      49  
51400279      49  
57200110      48  
52100101      48  
99900015      48  
56100068      48  
51600048      48  
99900193      48  
99900617      48  
51400434      47  
50100082      47  
56200004      47  
51700004      47  
54600081      47  
51400163      46  
55200002      46  
5410227DNP    46  
99900914      46  
50700017      46  
57300123      46  
5410183SBY    46  
51800005      46  
99900638      46  
53200008      46  
51400475      46  
50900003      45  
54100113      45  
99900674      45  
50600011      45  
51000025      45  
99900320      45  
51500140      45  
5100163JKP    45  
5310154MAG    44  
5100012JKB    44  
99900543      44  
51800044      44  
54100093      44  
57400027      43  
5160007JTM    43  
52100009      43  
5460033DNP    43  
5140179BKS    43  
50900011      42  
99900682      42  
5410250DNP    42  
5140259JKB    42  
50200045      42  
5410252SBY    42  
57100052      42  
50500027      42  
57500002      41  
51400550      41  
5140218KGD    41  
54300017      41  
5720029PLB    41  
51400106      41  
51500199      41  
5150121TGR    41  
51500013      41  
99900266      41  
57400018      40  
52300006      40  
99900696      40  
55300004      40  
54400017      40  
99901075      39  
52400014      39  
99901447      39  
56100054      39  
5140178JKP    39  
54100077      39  
5150126JKS    38  
5160013KBY    38  
50900010      38  
99900976      38  
51400513      38  
51800027      38  
99901199      38  
51400284      38  
51300020      38  
99900170      38  
99900705      38  
51400527      38  
51200033      38  
51400308      38  
99901800      38  
53100028      38  
5150190TGR    38  
99900209      37  
51800053      37  
52400007      37  
51400552      37  
51300064      37  
51500107      37  
99900121      37  
5610039BUL    37  
99900894      37  
5310160JKT    36  
51500035      36  
57200087      36  
51700003      36  
57100106      36  
5210168BDG    36  
51100057      35  
5100134JKS    35  
52100076      35  
51500086      35  
51500093      35  
99900738      35  
57100089      35  
56100025      34  
51200028      34  
51100056      34  
50800009      34  
5710005NIB    34  
5150144JTM    34  
52100040      34  
50700024      34  
56100029      34  
5100012TGR    33  
99900777      33  
99900321      33  
53500052      33  
51600122      32  
5410063SBY    32  
5710025MDN    32  
54100104      32  
51400057      32  
55100009      32  
54300010      32  
5140042KGD    32  
5310161JKP    32  
50700012      32  
99900573      31  
50800014      31  
50500052      31  
51500038      31  
50200039      31  
54300002      31  
51600104      31  
50300015      31  
50700005      31  
51800047      31  
57100072      31  
51400549      31  
51800071      31  
99900071      31  
56100023      30  
54200015      30  
56200006      30  
5160019JPS    30  
52100092      30  
99900046      30  
56200029      30  
52300009      29  
5410155SDR    29  
57300008      29  
51400189      29  
57100027      29  
50600014      29  
51500100      29  
99901142      29  
51800072      29  
52100066      29  
99900667      29  
51100017      28  
5510008SMR    28  
54100150      28  
50500051      28  
99900148      28  
51500036      28  
51600082      28  
51400003      28  
5150109JKB    28  
51800011      28  
5710021GTS    28  
52200082      28  
52100047      28  
52200062      28  
51100043      28  
5340050PWT    28  
53100038      28  
5450164JBR    28  
56200015      28  
52400018      28  
99900455      27  
51400388      27  
51400352      27  
57100126      27  
57300107      27  
99900673      27  
99900955      27  
54300025      27  
54600078      27  
51500070      27  
99901044      27  
5160022JKP    27  
52100034      27  
54600034      26  
57300119      26  
5310158MGL    26  
57300132      26  
51500134      26  
51400179      26  
99901437      26  
53100027      26  
5150107JKS    26  
54100106      26  
51500098      26  
51600027      26  
99900878      26  
54600085      26  
52100043      26  
51600084      25  
54200018      25  
51700013      25  
5150187JTM    25  
50200023      25  
5340412CLC    25  
53500046      25  
50600001      25  
99901040      25  
51300033      25  
52200069      25  
99901589      25  
5140343KGD    25  
52100075      25  
51200008      25  
5710006GPS    25  
51600045      24  
99901162      24  
53200005      24  
5350096SMG    24  
99900119      24  
52300003      24  
54100055      24  
99900354      24  
56200018      24  
99900410      24  
57200095      23  
5510029SMR    23  
99900074      23  
5720007PLM    23  
51400069      23  
5310171YOG    23  
5410236SBY    23  
5350093SMG    23  
51400514      23  
99900598      23  
56100032      23  
54600105      23  
57100105      23  
5350167SMG    22  
54600074      22  
51600128      22  
54100144      22  
51400437      22  
51100022      22  
51100048      22  
57300056      22  
5140177JTM    22  
57300126      22  
5140247JKB    22  
54300029      22  
56100040      22  
51500021      22  
51400112      22  
54100169      22  
52200086      22  
99901682      22  
5140262JKP    22  
99900484      22  
52200089      21  
51600009      21  
54100157      21  
51800051      21  
51400281      21  
50800013      21  
99900024      21  
51400085      21  
51400336      21  
5410016RNG    21  
5150181JKP    21  
53200006      21  
5350118SMG    21  
57100108      21  
51600126      21  
52100038      21  
99901603      21  
51500135      20  
57500010      20  
99900298      20  
51400496      20  
99900033      20  
5100232JKS    20  
53100039      20  
51400517      20  
99900256      20  
99901132      20  
50500013      20  
51400516      20  
5100260BLK    20  
99901000      20  
5140190JTM    20  
52200076      20  
54100052      20  
99900047      20  
51400515      20  
50100042      19  
54600054      19  
51500012      19  
52300005      19  
52300011      19  
51200045      19  
99900077      19  
57500013      19  
57300036      19  
5710010YAM    19  
56100030      19  
54600091      18  
5410154MLG    18  
5350154KDS    18  
51400395      18  
51800021      18  
5210142JKS    18  
99900125      18  
5160424TNG    18  
51000019      18  
50600013      18  
57100103      18  
51600074      18  
99900055      18  
99900085      18  
50400009      18  
51600102      18  
51500064      17  
50100097      17  
50900007      17  
5510007SMR    17  
52100013      17  
57100120      17  
50700013      17  
99901166      17  
99900418      17  
99901008      17  
54200030      17  
57200123      17  
5100182JKU    17  
5150099JKS    17  
52200017      17  
55200021      17  
51500048      17  
99901641      17  
51500114      17  
51400322      16  
99900063      16  
57300130      16  
51500119      16  
51700005      16  
52100089      16  
51400113      16  
99900406      16  
50300043      16  
52200031      16  
99901108      16  
51500231      16  
51400466      16  
99901015      16  
99901037      16  
99900120      16  
54200034      15  
53100011      15  
5610011MKS    15  
57100138      15  
99900966      15  
99900631      15  
50200022      15  
50700023      15  
54600039      15  
57200106      15  
57300038      15  
99900066      15  
51400521      15  
50500033      15  
57100088      15  
54600019      15  
51500089      15  
53500031      15  
99900605      15  
5450128KDR    15  
5410296SBY    15  
55200003      15  
51800037      14  
5150203JKB    14  
5160097CBB    14  
51400519      14  
50700007      14  
50500009      14  
99900011      14  
57300097      14  
99900489      14  
52100083      14  
54300005      14  
99900393      14  
99900885      14  
5160046KMY    14  
56100053      14  
57100075      14  
51100054      14  
99900006      14  
54100156      14  
5350094SLT    14  
57100094      13  
99900836      13  
51600094      13  
99901066      13  
52100054      13  
51600069      13  
99900581      13  
99900504      13  
99901017      13  
57100099      13  
5140231TEU    13  
99901060      13  
5150191JKS    13  
51600046      13  
50200020      13  
99900065      13  
57200064      13  
51600109      13  
5410167SBY    13  
51400448      13  
50700031      13  
53500053      13  
51400025      13  
57100041      13  
50400020      13  
51300051      13  
55300008      12  
99900399      12  
55100022      12  
51600085      12  
57100084      12  
99900676      12  
57100029      12  
50500016      12  
5460028COK    12  
55300003      12  
99901196      12  
99901020      12  
51300011      12  
99900285      12  
99900719      12  
99901412      12  
99901776      12  
53100020      12  
50700016      12  
99901442      12  
51400430      12  
99900975      12  
55200012      12  
57300009      12  
5410147SBY    12  
99901779      12  
52100078      12  
51300062      12  
52100062      12  
51400153      12  
99900152      12  
5350100SMG    12  
57300134      12  
56100056      12  
51400233      12  
99901340      12  
5160045ASH    12  
53500019      12  
5610013MKS    12  
99901119      12  
51400356      11  
5310170YOG    11  
51200027      11  
52100032      11  
52100086      11  
50300013      11  
5100200HAS    11  
53500034      11  
50100084      11  
54100161      11  
99900625      11  
51500097      11  
5410154GRE    11  
51500211      11  
57400028      11  
52200011      11  
5410114SBY    11  
53500063      11  
55200028      11  
57100127      11  
51100036      11  
99900791      11  
51500202      11  
51400533      11  
52500005      11  
52100096      11  
50600010      11  
51400474      11  
56100038      10  
99901178      10  
51800049      10  
99901115      10  
99900683      10  
53200002      10  
99900080      10  
99901141      10  
54100042      10  
52300007      10  
51100038      10  
5140050KGD    10  
51500045      10  
99900371      10  
51800020      10  
99900594      10  
50300021      10  
99900893      10  
50700001      10  
99901430      10  
54600077      10  
51600111      10  
99900624      10  
99901222      10  
56100028      10  
51400351      10  
59000008      10  
54100149      10  
5410154PRK    10  
5610041MKS    10  
57100071      10  
57300006      10  
51400277      10  
57200093      10  
51100004      9   
51400107      9   
57500007      9   
54300014      9   
51300044      9   
51100014      9   
5410155KOM    9   
99901385      9   
5210175PKR    9   
57100032      9   
57200122      9   
50500025      9   
99901465      9   
52100119      9   
51200038      9   
50500034      9   
52100107      9   
51400128      9   
99900014      9   
99901866      9   
51100031      9   
57100074      9   
57200099      9   
51400129      9   
5210153JKS    9   
99900294      9   
99900842      9   
99901964      9   
51600108      9   
51500181      9   
53100023      8   
51200025      8   
57200125      8   
57100087      8   
52100071      8   
51500251      8   
99901146      8   
50700006      8   
54600088      8   
52200071      8   
99900837      8   
52200040      8   
50100012      8   
99901342      8   
5140362JKU    8   
99900699      8   
5170010JKP    8   
52400001      8   
52100008      8   
51400260      8   
99900670      8   
99900645      8   
99900247      8   
5350078SMG    8   
51400362      8   
54200024      8   
51400504      8   
99900109      8   
99900591      8   
5210109BDG    8   
51400512      8   
99900985      8   
54200014      8   
57200098      8   
5210001CMD    8   
99900620      8   
55100050      8   
51400338      8   
51600063      8   
5100106JKB    8   
51400105      8   
57100016      8   
99900392      7   
55100025      7   
99900574      7   
99900411      7   
51500193      7   
51300017      7   
54100164      7   
55200036      7   
5410155SBY    7   
99900472      7   
51800056      7   
50800007      7   
57100129      7   
99900554      7   
51400499      7   
50600016      7   
52100059      7   
52500001      7   
5610007MAM    7   
51600018      7   
53500069      7   
54400013      7   
55200029      7   
99900253      7   
52300013      7   
57200034      7   
51600070      7   
99901137      7   
57100124      7   
51500108      7   
99900232      7   
99900991      7   
50700003      7   
99900493      7   
51800059      7   
53100036      7   
51800064      7   
99901078      7   
51500141      7   
99900579      6   
99900724      6   
54200013      6   
52400006      6   
5160045KBJ    6   
53100037      6   
99900378      6   
5310122YOG    6   
52400002      6   
55200001      6   
51400162      6   
54600084      6   
99901991      6   
57500005      6   
5710012MDN    6   
52200002      6   
50500037      6   
56100003      6   
57200100      6   
5140170JUT    6   
57200075      6   
5100238BDG    6   
5210173KOP    6   
99901553      6   
5140230JKS    6   
53100029      6   
51400173      6   
51600068      6   
53500009      6   
57300122      6   
5150071JKP    6   
57200097      6   
51300049      6   
51400344      6   
53100045      6   
50300027      6   
54100160      6   
54100135      6   
57100142      6   
57300092      5   
56200023      5   
99900118      5   
57100033      5   
51300024      5   
51100015      5   
99901592      5   
5140268KGD    5   
52500003      5   
51600124      5   
99900677      5   
50100088      5   
51400370      5   
99901372      5   
5100129TNG    5   
53500047      5   
5160025JKS    5   
52100046      5   
5610016KOR    5   
99900009      5   
50000004      5   
99901100      5   
52100050      5   
5610032URI    5   
5710015MDN    5   
51200055      5   
99900486      5   
57200063      5   
51500056      5   
5150001BTR    5   
5100001JKT    5   
56100045      5   
50400015      5   
56100061      5   
57200101      5   
99901446      5   
99901098      5   
5610001MKS    5   
51600062      5   
54100100      5   
5100001HYW    5   
54300013      5   
50600002      5   
55200014      5   
52200005      5   
99901524      5   
99900582      5   
54100091      5   
50100016      5   
54100151      5   
99901184      5   
5160064JKP    5   
54100146      5   
99900698      5   
57100100      5   
51500172      5   
99900788      5   
51500209      5   
57200079      5   
54600027      5   
51400530      5   
51200020      5   
5310139YOG    5   
5140349KGD    4   
5100001DWS    4   
50100092      4   
5720028PLB    4   
51200013      4   
99901878      4   
51400543      4   
54100017      4   
56100014      4   
57300070      4   
5160006JKS    4   
56100043      4   
99901706      4   
54100057      4   
56100044      4   
5310141YOG    4   
50700009      4   
51500217      4   
51500188      4   
52100035      4   
51400501      4   
51100074      4   
99900544      4   
50700034      4   
52100069      4   
56200026      4   
99901095      4   
99900695      4   
54300030      4   
57500011      4   
57200062      4   
99900402      4   
52300014      4   
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99901483      1   
99901710      1   
99901748      1   
99901783      1   
99901837      1   
99901846      1   
99901444      1   
51400272      1   
99902011      1   
99902041      1   
99902077      1   
99900558      1   
99900728      1   
51500142      1   
99901176      1   
54300032      1   
51200019      1   
99901655      1   
99901155      1   
99901696      1   
99901292      1   
99901781      1   
57200057      1   
99901869      1   
99901999      1   
99900874      1   
99900634      1   
51600086      1   
51500162      1   
51500179      1   
51600087      1   
99900445      1   
51200037      1   
51600096      1   
51600106      1   
51600105      1   
51600058      1   
51600117      1   
51500169      1   
99900896      1   
54300012      1   
99901581      1   
99901092      1   
51800052      1   
51800055      1   
51800057      1   
57100123      1   
50600017      1   
51800074      1   
54400021      1   
5320030SLO    1   
51800076      1   
51800077      1   
99901068      1   
99901246      1   
99901140      1   
50500035      1   
51800075      1   
99901657      1   
99901805      1   
99901856      1   
99901875      1   
99901919      1   
99901952      1   
99900196      1   
99902014      1   
51800046      1   
99900466      1   
99902062      1   
99901618      1   
99901106      1   
99901201      1   
99901208      1   
99900891      1   
99901422      1   
99901488      1   
99901505      1   
99901499      1   
99901570      1   
99901600      1   
99901622      1   
99902023      1   
99901639      1   
99901663      1   
99901727      1   
99901773      1   
99900335      1   
99901886      1   
99902017      1   
99902022      1   
99902043      1   
99902058      1   
99901620      1   
57200056      1   
99900626      1   
99901154      1   
51100081      1   
99900730      1   
99900895      1   
51400387      1   
99900906      1   
99900965      1   
54100158      1   
99900999      1   
51500210      1   
99901074      1   
99901089      1   
99901125      1   
99901127      1   
51500204      1   
99901191      1   
99901253      1   
99901177      1   
51500168      1   
99901303      1   
51500058      1   
99901358      1   
99901420      1   
54200035      1   
51500214      1   
51100066      1   
5150192JKP    1   
50900008      1   
50700025      1   
50700028      1   
51200018      1   
50700033      1   
50700042      1   
51500220      1   
54100141      1   
50800005      1   
50900002      1   
54200017      1   
51500218      1   
5410170DAR    1   
54200019      1   
5410180SBY    1   
99901631      1   
99901914      1   
54200022      1   
51200034      1   
99900291      1   
51000018      1   
54200023      1   
54200025      1   
99901461      1   
99901523      1   
99901462      1   
99901530      1   
99901223      1   
99902026      1   
99902052      1   
99901322      1   
51200036      1   
51200047      1   
51200053      1   
51300054      1   
51300009      1   
5160027JTK    1   
5140302JKB    1   
56100062      1   
51300063      1   
51500223      1   
51500228      1   
51500165      1   
54300023      1   
5100001JKB    1   
99901220      1   
54300016      1   
99901238      1   
99901245      1   
99901439      1   
99901979      1   
99901956      1   
99901906      1   
99901673      1   
5140175JPS    1   
99901587      1   
99901605      1   
99901181      1   
99901627      1   
99901634      1   
99901635      1   
99901640      1   
5100202BAT    1   
99901672      1   
99901704      1   
99901895      1   
99901713      1   
99901739      1   
99901734      1   
99901737      1   
99901740      1   
99901743      1   
99901746      1   
99901847      1   
99901868      1   
99901894      1   
51500248      1   
Name: SupplierId, dtype: int64
['51400454' '5140156JTM' '51800054' ... '99901802' '99901949' '99901978']
In [34]:
print(df.SupplierAssetStatus.value_counts(dropna = False))
plt.subplot(1,2,1)
df.SupplierAssetStatus.value_counts(dropna= False).plot.bar()
plt.xlabel('SupplierAssetStatus')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.SupplierAssetStatus.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('SupplierAssetStatus')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.SupplierAssetStatus.unique())
N    146335
M    3669  
U    2354  
Name: SupplierAssetStatus, dtype: int64
['N' 'M' 'U']
In [45]:
print(df.CAMOSObligorExposure.describe())
print(df.CAMOSObligorExposure.value_counts(dropna= False,bins=8).sort_index(ascending=True))
df.CAMOSObligorExposure.value_counts(normalize=True, dropna= False).round(4) * 100
df.CAMOSObligorExposure.plot.hist(bins=8)
plt.show()
df["CAMOSObligorExposure"][(df["CAMOSObligorExposure"]>0) &(df["CAMOSObligorExposure"]<500000000)].plot.hist()
plt.show()
count    1.523580e+05
mean     2.442432e+07
std      1.972652e+08
min      0.000000e+00
25%      0.000000e+00
50%      0.000000e+00
75%      0.000000e+00
max      1.233757e+10
Name: CAMOSObligorExposure, dtype: float64
(-12337566.531, 1542195816.204]      151979
(1542195816.204, 3084391632.408]     262   
(3084391632.408, 4626587448.611]     69    
(4626587448.611, 6168783264.815]     19    
(6168783264.815, 7710979081.019]     14    
(7710979081.019, 9253174897.222]     8     
(9253174897.222, 10795370713.426]    5     
(10795370713.426, 12337566529.63]    2     
Name: CAMOSObligorExposure, dtype: int64
In [46]:
print(df.InstallmentScheme.value_counts(dropna = False))
plt.subplot(1,2,1)
df.InstallmentScheme.value_counts(dropna= False).plot.bar()
plt.xlabel('InstallmentScheme')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.InstallmentScheme.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('InstallmentScheme')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.InstallmentScheme.unique())
REGULAR FIXED INSTALLMENT SCHEME (RF)          143466
STEP UP / STEP DOWN INSTALLMENT SCHEME (ST)    8891  
IREGULLAR INSTALLMENT SCHEME (IR)              1     
Name: InstallmentScheme, dtype: int64
['REGULAR FIXED INSTALLMENT SCHEME (RF)'
 'STEP UP / STEP DOWN INSTALLMENT SCHEME (ST)'
 'IREGULLAR INSTALLMENT SCHEME (IR)']
In [47]:
print(df.AssetType.value_counts(dropna = False))
plt.subplot(1,2,1)
df.AssetType.value_counts(dropna= False).plot.bar()
plt.xlabel('AssetType')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.AssetType.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('AssetType')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.AssetType.unique())
AUTOMOTIF     152326
MOTORCYCLE    32    
Name: AssetType, dtype: int64
['AUTOMOTIF' 'MOTORCYCLE']
In [48]:
print(df.AssetCategoryId.value_counts(dropna = False))
plt.subplot(1,2,1)
df.AssetCategoryId.value_counts(dropna= False).plot.bar()
plt.xlabel('AssetCategoryId')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.AssetCategoryId.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('AssetCategoryId')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.AssetCategoryId.unique())
MPV          66381
SUV          32583
SEDAN I      30595
SEDAN II     7752 
JEEP         6825 
SEDAN        3268 
PICK UP      2496 
MINIBUS      637  
MINI BUS     466  
SEDAN III    442  
D.CABIN      267  
TRUCKL       203  
SPORT        186  
SEDAN IV     110  
TRUCKH       67   
MOGE         32   
BLIND VAN    26   
OTHERS       11   
BUS          9    
ST.WAGON     2    
Name: AssetCategoryId, dtype: int64
['SUV' 'MPV' 'SEDAN I' 'SEDAN II' 'JEEP' 'SEDAN' 'PICK UP' 'MINIBUS'
 'MINI BUS' 'D.CABIN' 'SEDAN III' 'TRUCKL' 'SPORT' 'SEDAN IV' 'TRUCKH'
 'BLIND VAN' 'MOGE' 'BUS' 'ST.WAGON' 'OTHERS']
In [49]:
print(df.FlagMerkPopular.value_counts(dropna = False))
plt.subplot(1,2,1)
df.FlagMerkPopular.value_counts(dropna= False).plot.bar()
plt.xlabel('FlagMerkPopular')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.FlagMerkPopular.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('FlagMerkPopular')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.FlagMerkPopular.unique())
1    145948
0    6410  
Name: FlagMerkPopular, dtype: int64
[1 0]
In [50]:
print(df.AssetCategoryName.value_counts(dropna = False))
plt.subplot(1,2,1)
df.AssetCategoryName.value_counts(dropna= False).plot.bar()
plt.xlabel('AssetCategoryName')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.AssetCategoryName.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('AssetCategoryName')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.AssetCategoryName.unique())
-    152358
Name: AssetCategoryName, dtype: int64
['-']
In [51]:
print(df.MadeIn.value_counts(dropna = False))
plt.subplot(1,2,1)
df.MadeIn.value_counts(dropna= False).plot.bar()
plt.xlabel('MadeIn')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.MadeIn.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('MadeIn')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.MadeIn.unique())
JAPAN       142091
USA         3405  
GERMANY     3099  
CHINA       1554  
KOREA       1081  
ENGLAND     725   
INGGRIS     133   
MALAYSIA    119   
ITALY       77    
FRANCE      69    
THAILAND    3     
SWEDIA      2     
Name: MadeIn, dtype: int64
['JAPAN' 'KOREA' 'GERMANY' 'USA' 'CHINA' 'ENGLAND' 'FRANCE' 'MALAYSIA'
 'ITALY' 'SWEDIA' 'THAILAND' 'INGGRIS']
In [52]:
print(df.isKPM.value_counts(dropna = False))
plt.subplot(1,2,1)
df.isKPM.value_counts(dropna= False).plot.bar()
plt.xlabel('isKPM')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.isKPM.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('isKPM')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.isKPM.unique())
2. Non KPM    146094
1. KPM        6264  
Name: isKPM, dtype: int64
['2. Non KPM' '1. KPM']
In [53]:
print(df.Jenis_KPM.value_counts(dropna = False))
plt.subplot(1,2,1)
df.Jenis_KPM.value_counts(dropna= False).plot.bar()
plt.xlabel('Jenis_KPM')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.Jenis_KPM.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('Jenis_KPM')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.Jenis_KPM.unique())
3. NON KPM          146389
2. KPM CLUSTER B    5408  
1. KPM CLUSTER A    561   
Name: Jenis_KPM, dtype: int64
['3. NON KPM' '2. KPM CLUSTER B' '1. KPM CLUSTER A']
In [63]:
print(df.jmltunggakanpokok.describe())
print(df.jmltunggakanpokok.value_counts(dropna= False,bins=8).sort_index(ascending=True))
df.jmltunggakanpokok.value_counts(normalize=True, dropna= False).round(4) * 100
df.jmltunggakanpokok.plot.hist(bins=8)
plt.show()
df["jmltunggakanpokok"][(df["jmltunggakanpokok"]>0) &(df["jmltunggakanpokok"]<20000000)].plot.hist()
plt.show()
count    1.523580e+05
mean     1.710554e+06
std      4.881207e+07
min      0.000000e+00
25%      0.000000e+00
50%      0.000000e+00
75%      0.000000e+00
max      1.140000e+10
Name: jmltunggakanpokok, dtype: float64
(-11400000.001, 1425000000.0]    152336
(1425000000.0, 2850000000.0]     12    
(2850000000.0, 4275000000.0]     7     
(4275000000.0, 5700000000.0]     1     
(5700000000.0, 7125000000.0]     1     
(7125000000.0, 8550000000.0]     0     
(8550000000.0, 9975000000.0]     0     
(9975000000.0, 11400000000.0]    1     
Name: jmltunggakanpokok, dtype: int64
In [64]:
print(df.jenispinjaman.value_counts(dropna = False))
plt.subplot(1,2,1)
df.jenispinjaman.value_counts(dropna= False).plot.bar()
plt.xlabel('jenispinjaman')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.jenispinjaman.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('jenispinjaman')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.jenispinjaman.unique())
-            77435
Kendaraan    21299
KKon         17717
KK           16453
Rumah        8950 
KMK          7835 
KI           2185 
Kupedes      346  
OT           138  
Name: jenispinjaman, dtype: int64
['-' 'Kendaraan' 'KMK' 'KK' 'Rumah' 'KKon' 'KI' 'Kupedes' 'OT']
In [67]:
print(df.jmltunggakanhari.describe())
print(df.jmltunggakanhari.value_counts(dropna= False,bins=8).sort_index(ascending=True))
df.jmltunggakanhari.value_counts(normalize=True, dropna= False).round(4) * 100
df.jmltunggakanhari.plot.hist(bins=8)
plt.show()
count    1.523580e+05
mean     3.429171e+03
std      3.608538e+05
min      0.000000e+00
25%      0.000000e+00
50%      0.000000e+00
75%      0.000000e+00
max      9.003771e+07
Name: jmltunggakanhari, dtype: float64
(-90037.708, 11254713.375]     152348
(11254713.375, 22509426.75]    6     
(22509426.75, 33764140.125]    0     
(33764140.125, 45018853.5]     1     
(45018853.5, 56273566.875]     1     
(56273566.875, 67528280.25]    0     
(67528280.25, 78782993.625]    1     
(78782993.625, 90037707.0]     1     
Name: jmltunggakanhari, dtype: int64
In [68]:
print(df.FlagNegCust.value_counts(dropna = False))
plt.subplot(1,2,1)
df.FlagNegCust.value_counts(dropna= False).plot.bar()
plt.xlabel('FlagNegCust')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.FlagNegCust.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('FlagNegCust')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.FlagNegCust.unique())
2. Non NegativeCustomer    151639
1. NegativeCustomer        719   
Name: FlagNegCust, dtype: int64
['2. Non NegativeCustomer' '1. NegativeCustomer']
In [69]:
print(df.FlagRO.value_counts(dropna = False))
plt.subplot(1,2,1)
df.FlagRO.value_counts(dropna= False).plot.bar()
plt.xlabel('FlagRO')
plt.ylabel('Amount')
plt.subplot(1,2,2)
(df.FlagRO.value_counts(normalize=True, dropna= False).round(4) * 100).plot.bar()
plt.xlabel('FlagRO')
plt.ylabel('Percentage (%)')
plt.subplots_adjust(hspace = 10, wspace = 0.2)
plt.rcParams["figure.figsize"] = [20,5]
print(df.FlagRO.unique())
Non RO    129451
RO        22907 
Name: FlagRO, dtype: int64
['Non RO' 'RO']
In [124]:
df['BICheckingResult']=df['BICheckingResult'].fillna(value=0)
toSearch = df.loc[:, ['AssetCategory', 'PersonalType', 'brand',  'area_region','Bidang_usaha','flagImpact','isoveride','AutoApprovalFailed']]
toSearch = toSearch.agg(LabelEncoder().fit_transform)
toSearch['Tenor']=df['Tenor']
toSearch['LTV']=df['LTV']
toSearch['BICheckingResult']=df['BICheckingResult']
toSearch['CustAge']=df['CustAge']
toSearch['numofassetunit']=df['numofassetunit']
toSearch['Pendapatan']=df['Pendapatan']
toSearch['Bidang_usaha']=df['Bidang_usaha']
toSearch['flagImpact']=df['flagImpact']
toSearch['Creditscore']=df['Creditscore']
toSearch['isoveride']=df['isoveride']
toSearch['AutoApprovalFailed']=df['AutoApprovalFailed']
toSearch['DPPercentage']=df['DPPercentage']
toSearch['MOB']=df['MOB']
toSearch['flag_bad']=df['flag_bad']
sns.pairplot(toSearch,hue='flag_bad')
Out[124]:
<seaborn.axisgrid.PairGrid at 0x2039f464eb0>
In [137]:
sns.pairplot(toSearch,hue='flag_bad',kind='kde')
c:\users\predator\pycharmprojects\study\venv\lib\site-packages\seaborn\distributions.py:1210: UserWarning: No contour levels were found within the data range.
  cset = contour_func(
---------------------------------------------------------------------------
ValueError                                Traceback (most recent call last)
<ipython-input-137-071030d9b10c> in <module>
----> 1 sns.pairplot(toSearch,hue='flag_bad',kind='kde')

c:\users\predator\pycharmprojects\study\venv\lib\site-packages\seaborn\_decorators.py in inner_f(*args, **kwargs)
     44             )
     45         kwargs.update({k: arg for k, arg in zip(sig.parameters, args)})
---> 46         return f(**kwargs)
     47     return inner_f
     48 

c:\users\predator\pycharmprojects\study\venv\lib\site-packages\seaborn\axisgrid.py in pairplot(data, hue, hue_order, palette, vars, x_vars, y_vars, kind, diag_kind, markers, height, aspect, corner, dropna, plot_kws, diag_kws, grid_kws, size)
   2145         from .distributions import kdeplot  # Avoid circular import
   2146         plot_kws.setdefault("warn_singular", False)
-> 2147         plotter(kdeplot, **plot_kws)
   2148     elif kind == "hist":
   2149         from .distributions import histplot  # Avoid circular import

c:\users\predator\pycharmprojects\study\venv\lib\site-packages\seaborn\axisgrid.py in map_offdiag(self, func, **kwargs)
   1385         """
   1386         if self.square_grid:
-> 1387             self.map_lower(func, **kwargs)
   1388             if not self._corner:
   1389                 self.map_upper(func, **kwargs)

c:\users\predator\pycharmprojects\study\venv\lib\site-packages\seaborn\axisgrid.py in map_lower(self, func, **kwargs)
   1355         """
   1356         indices = zip(*np.tril_indices_from(self.axes, -1))
-> 1357         self._map_bivariate(func, indices, **kwargs)
   1358         return self
   1359 

c:\users\predator\pycharmprojects\study\venv\lib\site-packages\seaborn\axisgrid.py in _map_bivariate(self, func, indices, **kwargs)
   1537             if ax is None:  # i.e. we are in corner mode
   1538                 continue
-> 1539             self._plot_bivariate(x_var, y_var, ax, func, **kws)
   1540         self._add_axis_labels()
   1541 

c:\users\predator\pycharmprojects\study\venv\lib\site-packages\seaborn\axisgrid.py in _plot_bivariate(self, x_var, y_var, ax, func, **kwargs)
   1577         kwargs.setdefault("hue_order", self._hue_order)
   1578         kwargs.setdefault("palette", self._orig_palette)
-> 1579         func(x=x, y=y, **kwargs)
   1580 
   1581         self._update_legend_data(ax)

c:\users\predator\pycharmprojects\study\venv\lib\site-packages\seaborn\_decorators.py in inner_f(*args, **kwargs)
     44             )
     45         kwargs.update({k: arg for k, arg in zip(sig.parameters, args)})
---> 46         return f(**kwargs)
     47     return inner_f
     48 

c:\users\predator\pycharmprojects\study\venv\lib\site-packages\seaborn\distributions.py in kdeplot(x, y, shade, vertical, kernel, bw, gridsize, cut, clip, legend, cumulative, shade_lowest, cbar, cbar_ax, cbar_kws, ax, weights, hue, palette, hue_order, hue_norm, multiple, common_norm, common_grid, levels, thresh, bw_method, bw_adjust, log_scale, color, fill, data, data2, warn_singular, **kwargs)
   1781     else:
   1782 
-> 1783         p.plot_bivariate_density(
   1784             common_norm=common_norm,
   1785             fill=fill,

c:\users\predator\pycharmprojects\study\venv\lib\site-packages\seaborn\distributions.py in plot_bivariate_density(self, common_norm, fill, levels, thresh, color, legend, cbar, warn_singular, cbar_ax, cbar_kws, estimate_kws, **contour_kws)
   1208             label = contour_kws.pop("label", None)
   1209 
-> 1210             cset = contour_func(
   1211                 xx, yy, density,
   1212                 levels=draw_levels[key],

c:\users\predator\pycharmprojects\study\venv\lib\site-packages\matplotlib\__init__.py in inner(ax, data, *args, **kwargs)
   1359     def inner(ax, *args, data=None, **kwargs):
   1360         if data is None:
-> 1361             return func(ax, *map(sanitize_sequence, args), **kwargs)
   1362 
   1363         bound = new_sig.bind(ax, *args, **kwargs)

c:\users\predator\pycharmprojects\study\venv\lib\site-packages\matplotlib\axes\_axes.py in contour(self, *args, **kwargs)
   6418     def contour(self, *args, **kwargs):
   6419         kwargs['filled'] = False
-> 6420         contours = mcontour.QuadContourSet(self, *args, **kwargs)
   6421         self._request_autoscale_view()
   6422         return contours

c:\users\predator\pycharmprojects\study\venv\lib\site-packages\matplotlib\contour.py in __init__(self, ax, levels, filled, linewidths, linestyles, hatches, alpha, origin, extent, cmap, colors, norm, vmin, vmax, extend, antialiased, nchunk, locator, transform, *args, **kwargs)
    775         self._transform = transform
    776 
--> 777         kwargs = self._process_args(*args, **kwargs)
    778         self._process_levels()
    779 

c:\users\predator\pycharmprojects\study\venv\lib\site-packages\matplotlib\contour.py in _process_args(self, corner_mask, *args, **kwargs)
   1364             self._corner_mask = corner_mask
   1365 
-> 1366             x, y, z = self._contour_args(args, kwargs)
   1367 
   1368             _mask = ma.getmask(z)

c:\users\predator\pycharmprojects\study\venv\lib\site-packages\matplotlib\contour.py in _contour_args(self, args, kwargs)
   1434             _api.warn_external('Log scale: values of z <= 0 have been masked')
   1435             self.zmin = float(z.min())
-> 1436         self._process_contour_level_args(args)
   1437         return (x, y, z)
   1438 

c:\users\predator\pycharmprojects\study\venv\lib\site-packages\matplotlib\contour.py in _process_contour_level_args(self, args)
   1117 
   1118         if len(self.levels) > 1 and np.min(np.diff(self.levels)) <= 0.0:
-> 1119             raise ValueError("Contour levels must be increasing")
   1120 
   1121     def _process_levels(self):

ValueError: Contour levels must be increasing
In [73]:
plt.subplots(figsize=(100,100))
sns.heatmap(toSearch.corr(), cmap ="YlGnBu", annot=True)
Out[73]:
<AxesSubplot:>
In [95]:
c=toSearch.corr().abs()
s = c.unstack()
so = s.sort_values(kind="quicksort")
print(so)
Pendidikan            isKPM                   0.000010
isKPM                 Pendidikan              0.000010
HomeCompanyStatus     AssetType               0.000017
AssetType             HomeCompanyStatus       0.000017
Pendapatan            SupplierId              0.000025
SupplierId            Pendapatan              0.000025
jmltunggakanhari      numofassetunit          0.000034
numofassetunit        jmltunggakanhari        0.000034
HomeCompanyStatus     IsSyariah               0.000049
IsSyariah             HomeCompanyStatus       0.000049
AssetType             numofassetunit          0.000053
numofassetunit        AssetType               0.000053
                      jmltunggakanpokok       0.000127
jmltunggakanpokok     numofassetunit          0.000127
ResidenceCompanyCity  FlagNegCust             0.000135
FlagNegCust           ResidenceCompanyCity    0.000135
jmltunggakanhari      AssetType               0.000137
AssetType             jmltunggakanhari        0.000137
Autoapprovalresult    DPPercentage            0.000143
DPPercentage          Autoapprovalresult      0.000143
InstallmentScheme     jmltunggakanhari        0.000152
jmltunggakanhari      InstallmentScheme       0.000152
numofassetunit        SupplierAssetStatus     0.000157
SupplierAssetStatus   numofassetunit          0.000157
CreditScoringResult   numofassetunit          0.000158
numofassetunit        CreditScoringResult     0.000158
Pendidikan            applicationsource       0.000179
applicationsource     Pendidikan              0.000179
jmltunggakanhari      NTFIDR                  0.000187
NTFIDR                jmltunggakanhari        0.000187
jmltunggakanhari      Pendapatan              0.000193
Pendapatan            jmltunggakanhari        0.000193
jmltunggakanpokok     Pendidikan              0.000200
Pendidikan            jmltunggakanpokok       0.000200
GroupProductId        FlagNegCust             0.000211
FlagNegCust           GroupProductId          0.000211
MaritalStatus         AssetType               0.000248
AssetType             MaritalStatus           0.000248
FlagNegCust           numofassetunit          0.000249
numofassetunit        FlagNegCust             0.000249
ProductType           Gender                  0.000253
Gender                ProductType             0.000253
numofassetunit        SektorEkonomi           0.000288
SektorEkonomi         numofassetunit          0.000288
IsSyariah             FlagNegCust             0.000291
FlagNegCust           IsSyariah               0.000291
GroupProductId        AssetType               0.000301
AssetType             GroupProductId          0.000301
numofassetunit        Autoapprovalresult      0.000327
Autoapprovalresult    numofassetunit          0.000327
AssetCategory         MaritalStatus           0.000333
MaritalStatus         AssetCategory           0.000333
AssetUsage            ResidenceCompanyCity    0.000355
ResidenceCompanyCity  AssetUsage              0.000355
SupplierAssetStatus   jmltunggakanhari        0.000362
jmltunggakanhari      SupplierAssetStatus     0.000362
MaritalStatus         Jenis_KPM               0.000369
Jenis_KPM             MaritalStatus           0.000369
AssetCategoryId       MaritalStatus           0.000376
MaritalStatus         AssetCategoryId         0.000376
Gender                ResidenceCompanyCity    0.000380
ResidenceCompanyCity  Gender                  0.000380
PersonalType          AssetType               0.000390
AssetType             PersonalType            0.000390
jmltunggakanhari      FlagRO                  0.000394
FlagRO                jmltunggakanhari        0.000394
SektorEkonomi         isKPM                   0.000394
isKPM                 SektorEkonomi           0.000394
numofassetunit        IsSyariah               0.000423
IsSyariah             numofassetunit          0.000423
Jenis_KPM             jenispinjaman           0.000430
jenispinjaman         Jenis_KPM               0.000430
HomeCompanyStatus     jmltunggakanpokok       0.000478
jmltunggakanpokok     HomeCompanyStatus       0.000478
Creditscore           AssetUsage              0.000495
AssetUsage            Creditscore             0.000495
CreditScoringResult   DPPercentage            0.000498
DPPercentage          CreditScoringResult     0.000498
InstallmentScheme     Pendidikan              0.000501
Pendidikan            InstallmentScheme       0.000501
SupplierName          DPPercentage            0.000505
DPPercentage          SupplierName            0.000505
UsedNew               numofassetunit          0.000512
numofassetunit        UsedNew                 0.000512
flagImpact            jmltunggakanhari        0.000520
jmltunggakanhari      flagImpact              0.000520
flagImpactHL          jmltunggakanhari        0.000520
jmltunggakanhari      flagImpactHL            0.000520
FlagNegCust           AssetUsage              0.000529
AssetUsage            FlagNegCust             0.000529
FirstInstallment      MaritalStatus           0.000538
MaritalStatus         FirstInstallment        0.000538
jmltunggakanhari      MaritalStatus           0.000555
MaritalStatus         jmltunggakanhari        0.000555
jmltunggakanhari      jmltunggakanpokok       0.000567
jmltunggakanpokok     jmltunggakanhari        0.000567
ProductOffering       jmltunggakanhari        0.000627
jmltunggakanhari      ProductOffering         0.000627
DPPercentage          MadeIn                  0.000640
MadeIn                DPPercentage            0.000640
SupplierId            MadeIn                  0.000648
MadeIn                SupplierId              0.000648
CAMOSObligorExposure  jmltunggakanhari        0.000686
jmltunggakanhari      CAMOSObligorExposure    0.000686
numofassetunit        Jenis_KPM               0.000706
Jenis_KPM             numofassetunit          0.000706
isKPM                 AssetType               0.000720
AssetType             isKPM                   0.000720
IsSyariah             FlagRO                  0.000724
FlagRO                IsSyariah               0.000724
FlagNegCust           jmltunggakanhari        0.000726
jmltunggakanhari      FlagNegCust             0.000726
isKPM                 numofassetunit          0.000750
numofassetunit        isKPM                   0.000750
jmltunggakanpokok     GroupProductId          0.000802
GroupProductId        jmltunggakanpokok       0.000802
PurposeOfFinancingID  CompanyCity             0.000819
CompanyCity           PurposeOfFinancingID    0.000819
MainCoverage          jmltunggakanpokok       0.000844
jmltunggakanpokok     MainCoverage            0.000844
Bidang_usaha          FlagNegCust             0.000866
FlagNegCust           Bidang_usaha            0.000866
AutoApprovalFailed    jmltunggakanhari        0.000876
jmltunggakanhari      AutoApprovalFailed      0.000876
FlagMerkPopular       jenispinjaman           0.000885
jenispinjaman         FlagMerkPopular         0.000885
Pendapatan            numofassetunit          0.000890
numofassetunit        Pendapatan              0.000890
jenispinjaman         AssetType               0.000910
AssetType             jenispinjaman           0.000910
MaritalStatus         numofassetunit          0.000937
numofassetunit        MaritalStatus           0.000937
DPPercentage          FlagNegCust             0.000937
FlagNegCust           DPPercentage            0.000937
Jenis_KPM             Pendidikan              0.000950
Pendidikan            Jenis_KPM               0.000950
FlagNegCust           CompanyCity             0.000994
CompanyCity           FlagNegCust             0.000994
numofassetunit        isoveride               0.001031
isoveride             numofassetunit          0.001031
applicationsource     jmltunggakanpokok       0.001056
jmltunggakanpokok     applicationsource       0.001056
IsSyariah             jmltunggakanhari        0.001095
jmltunggakanhari      IsSyariah               0.001095
UsedNew               jenispinjaman           0.001097
jenispinjaman         UsedNew                 0.001097
MaritalStatus         MadeIn                  0.001102
MadeIn                MaritalStatus           0.001102
Creditscore           numofassetunit          0.001156
numofassetunit        Creditscore             0.001156
flagbad               Pendapatan              0.001221
Pendapatan            flagbad                 0.001221
numofassetunit        flagbad                 0.001234
flagbad               numofassetunit          0.001234
isKPM                 FlagNegCust             0.001235
FlagNegCust           isKPM                   0.001235
jenispinjaman         isKPM                   0.001258
isKPM                 jenispinjaman           0.001258
UsedNew               jmltunggakanhari        0.001270
jmltunggakanhari      UsedNew                 0.001270
applicationsource     Pekerjaan               0.001276
Pekerjaan             applicationsource       0.001276
Jenis_KPM             AssetType               0.001294
AssetType             Jenis_KPM               0.001294
Pendidikan            ProductType             0.001303
ProductType           Pendidikan              0.001303
Pendapatan            Creditscore             0.001316
Creditscore           Pendapatan              0.001316
numofassetunit        SupplierName            0.001323
SupplierName          numofassetunit          0.001323
CompanyCity           AssetUsage              0.001342
AssetUsage            CompanyCity             0.001342
MaritalStatus         ProductOffering         0.001402
ProductOffering       MaritalStatus           0.001402
IsSyariah             jmltunggakanpokok       0.001451
jmltunggakanpokok     IsSyariah               0.001451
isKPM                 MaritalStatus           0.001488
MaritalStatus         isKPM                   0.001488
Bidang_usaha          jenispinjaman           0.001542
jenispinjaman         Bidang_usaha            0.001542
Gender                jmltunggakanhari        0.001547
jmltunggakanhari      Gender                  0.001547
Wayofpayment          flagbad                 0.001584
flagbad               Wayofpayment            0.001584
AssetCategoryId       Jenis_KPM               0.001587
Jenis_KPM             AssetCategoryId         0.001587
                      AssetCategory           0.001591
AssetCategory         Jenis_KPM               0.001591
Gender                jmltunggakanpokok       0.001652
jmltunggakanpokok     Gender                  0.001652
GroupProductId        jmltunggakanhari        0.001655
jmltunggakanhari      GroupProductId          0.001655
UsedNew               Pendidikan              0.001667
Pendidikan            UsedNew                 0.001667
MaritalStatus         Bidang_usaha            0.001674
Bidang_usaha          MaritalStatus           0.001674
FirstInstallment      numofassetunit          0.001680
numofassetunit        FirstInstallment        0.001680
FlagMerkPopular       jmltunggakanhari        0.001683
jmltunggakanhari      FlagMerkPopular         0.001683
IsSyariah             AssetType               0.001691
AssetType             IsSyariah               0.001691
CAMOSObligorExposure  DPPercentage            0.001696
DPPercentage          CAMOSObligorExposure    0.001696
MaritalStatus         InstallmentScheme       0.001711
InstallmentScheme     MaritalStatus           0.001711
jmltunggakanhari      Jenis_KPM               0.001765
Jenis_KPM             jmltunggakanhari        0.001765
HomeCompanyStatus     numofassetunit          0.001780
numofassetunit        HomeCompanyStatus       0.001780
SupplierName          AssetType               0.001784
AssetType             SupplierName            0.001784
CompanyCity           numofassetunit          0.001787
numofassetunit        CompanyCity             0.001787
                      SupplierId              0.001815
SupplierId            numofassetunit          0.001815
Jenis_KPM             jmltunggakanpokok       0.001816
jmltunggakanpokok     Jenis_KPM               0.001816
Pendapatan            applicationsource       0.001852
applicationsource     Pendapatan              0.001852
AssetType             ResidenceCompanyCity    0.001858
ResidenceCompanyCity  AssetType               0.001858
Wayofpayment          AssetType               0.001870
AssetType             Wayofpayment            0.001870
SupplierId            flagImpactHL            0.001880
flagImpactHL          SupplierId              0.001880
flagImpact            SupplierId              0.001880
SupplierId            flagImpact              0.001880
GroupProductId        FlagMerkPopular         0.001880
FlagMerkPopular       GroupProductId          0.001880
DPPercentage          jmltunggakanhari        0.001882
jmltunggakanhari      DPPercentage            0.001882
MainCoverage          SupplierName            0.001884
SupplierName          MainCoverage            0.001884
jmltunggakanhari      isKPM                   0.001904
isKPM                 jmltunggakanhari        0.001904
Bidang_usaha          jmltunggakanpokok       0.001912
jmltunggakanpokok     Bidang_usaha            0.001912
CreditScoringResult   jmltunggakanhari        0.001979
jmltunggakanhari      CreditScoringResult     0.001979
FlagMerkPopular       Autoapprovalresult      0.002022
Autoapprovalresult    FlagMerkPopular         0.002022
MainCoverage          numofassetunit          0.002023
numofassetunit        MainCoverage            0.002023
Pekerjaan             GroupProductId          0.002024
GroupProductId        Pekerjaan               0.002024
MaritalStatus         Pendidikan              0.002055
Pendidikan            MaritalStatus           0.002055
jmltunggakanpokok     ProductOffering         0.002072
ProductOffering       jmltunggakanpokok       0.002072
HomeCompanyStatus     UsedNew                 0.002083
UsedNew               HomeCompanyStatus       0.002083
Bidang_usaha          jmltunggakanhari        0.002094
jmltunggakanhari      Bidang_usaha            0.002094
Jenis_KPM             FlagNegCust             0.002097
FlagNegCust           Jenis_KPM               0.002097
Bidang_usaha          AssetType               0.002121
AssetType             Bidang_usaha            0.002121
                      AssetUsage              0.002130
AssetUsage            AssetType               0.002130
isKPM                 jmltunggakanpokok       0.002159
jmltunggakanpokok     isKPM                   0.002159
InstallmentScheme     AssetType               0.002189
AssetType             InstallmentScheme       0.002189
FirstInstallment      isKPM                   0.002231
isKPM                 FirstInstallment        0.002231
ProductOffering       applicationsource       0.002249
applicationsource     ProductOffering         0.002249
AssetType             PurposeOfFinancingID    0.002315
PurposeOfFinancingID  AssetType               0.002315
HomeCompanyStatus     jmltunggakanhari        0.002357
jmltunggakanhari      HomeCompanyStatus       0.002357
numofassetunit        Gender                  0.002391
Gender                numofassetunit          0.002391
jmltunggakanhari      SupplierId              0.002392
SupplierId            jmltunggakanhari        0.002392
PurposeOfFinancingID  GroupProductId          0.002393
GroupProductId        PurposeOfFinancingID    0.002393
ProductOffering       Bidang_usaha            0.002405
Bidang_usaha          ProductOffering         0.002405
Gender                jenispinjaman           0.002416
jenispinjaman         Gender                  0.002416
MaritalStatus         jmltunggakanpokok       0.002421
jmltunggakanpokok     MaritalStatus           0.002421
numofassetunit        ProductOffering         0.002438
ProductOffering       numofassetunit          0.002438
jmltunggakanpokok     SupplierId              0.002460
SupplierId            jmltunggakanpokok       0.002460
jmltunggakanpokok     DPPercentage            0.002473
DPPercentage          jmltunggakanpokok       0.002473
Gender                SupplierName            0.002491
SupplierName          Gender                  0.002491
applicationsource     jmltunggakanhari        0.002565
jmltunggakanhari      applicationsource       0.002565
CreditScoreSchemeID   InstallmentScheme       0.002595
InstallmentScheme     CreditScoreSchemeID     0.002595
AssetType             Pekerjaan               0.002625
Pekerjaan             AssetType               0.002625
ResidenceCompanyCity  SektorEkonomi           0.002658
SektorEkonomi         ResidenceCompanyCity    0.002658
PurposeOfFinancingID  jmltunggakanpokok       0.002704
jmltunggakanpokok     PurposeOfFinancingID    0.002704
ResidenceCompanyCity  CreditScoringResult     0.002723
CreditScoringResult   ResidenceCompanyCity    0.002723
SektorEkonomi         SupplierAssetStatus     0.002733
SupplierAssetStatus   SektorEkonomi           0.002733
MadeIn                InstallmentScheme       0.002762
InstallmentScheme     MadeIn                  0.002762
jmltunggakanhari      MadeIn                  0.002806
MadeIn                jmltunggakanhari        0.002806
FlagRO                Wayofpayment            0.002830
Wayofpayment          FlagRO                  0.002830
numofassetunit        flagImpactHL            0.002921
flagImpactHL          numofassetunit          0.002921
numofassetunit        flagImpact              0.002921
flagImpact            numofassetunit          0.002921
DPPercentage          numofassetunit          0.002950
numofassetunit        DPPercentage            0.002950
CompanyCity           AssetType               0.002960
AssetType             CompanyCity             0.002960
FlagRO                CompanyCity             0.002962
CompanyCity           FlagRO                  0.002962
numofassetunit        jenispinjaman           0.002969
jenispinjaman         numofassetunit          0.002969
AssetCategoryId       isKPM                   0.003020
isKPM                 AssetCategoryId         0.003020
AssetCategory         isKPM                   0.003024
isKPM                 AssetCategory           0.003024
GroupProductId        UsedNew                 0.003055
UsedNew               GroupProductId          0.003055
                      Bidang_usaha            0.003132
Bidang_usaha          UsedNew                 0.003132
MainCoverage          MaritalStatus           0.003181
MaritalStatus         MainCoverage            0.003181
jmltunggakanhari      CompanyCity             0.003196
CompanyCity           jmltunggakanhari        0.003196
FlagNegCust           InstallmentScheme       0.003249
InstallmentScheme     FlagNegCust             0.003249
ResidenceCompanyCity  jmltunggakanhari        0.003289
jmltunggakanhari      ResidenceCompanyCity    0.003289
numofassetunit        Bidang_usaha            0.003357
Bidang_usaha          numofassetunit          0.003357
CompanyCity           SektorEkonomi           0.003366
SektorEkonomi         CompanyCity             0.003366
IsSyariah             isKPM                   0.003425
isKPM                 IsSyariah               0.003425
AssetCategoryId       ResidenceCompanyCity    0.003464
ResidenceCompanyCity  AssetCategoryId         0.003464
PersonalType          numofassetunit          0.003474
numofassetunit        PersonalType            0.003474
AssetCategory         ResidenceCompanyCity    0.003479
ResidenceCompanyCity  AssetCategory           0.003479
Pendapatan            IsSyariah               0.003551
IsSyariah             Pendapatan              0.003551
Pekerjaan             DPPercentage            0.003590
DPPercentage          Pekerjaan               0.003590
jmltunggakanhari      Autoapprovalresult      0.003625
Autoapprovalresult    jmltunggakanhari        0.003625
GroupProductId        isoveride               0.003630
isoveride             GroupProductId          0.003630
SupplierName          jmltunggakanhari        0.003669
jmltunggakanhari      SupplierName            0.003669
Pendidikan            ResidenceCompanyCity    0.003677
ResidenceCompanyCity  Pendidikan              0.003677
                      numofassetunit          0.003717
numofassetunit        ResidenceCompanyCity    0.003717
                      CreditScoreSchemeID     0.003745
CreditScoreSchemeID   numofassetunit          0.003745
flagImpactHL          SupplierName            0.003779
SupplierName          flagImpactHL            0.003779
                      flagImpact              0.003779
flagImpact            SupplierName            0.003779
numofassetunit        Pekerjaan               0.003788
Pekerjaan             numofassetunit          0.003788
FlagMerkPopular       CreditScoringResult     0.003817
CreditScoringResult   FlagMerkPopular         0.003817
jmltunggakanhari      PersonalType            0.003817
PersonalType          jmltunggakanhari        0.003817
jmltunggakanhari      FirstInstallment        0.003819
FirstInstallment      jmltunggakanhari        0.003819
Pendidikan            GroupProductId          0.003849
GroupProductId        Pendidikan              0.003849
jmltunggakanpokok     InstallmentScheme       0.003875
InstallmentScheme     jmltunggakanpokok       0.003875
SupplierAssetStatus   AutoApprovalFailed      0.003876
AutoApprovalFailed    SupplierAssetStatus     0.003876
isKPM                 InstallmentScheme       0.003878
InstallmentScheme     isKPM                   0.003878
Creditscore           jmltunggakanhari        0.003923
jmltunggakanhari      Creditscore             0.003923
                      Wayofpayment            0.003936
Wayofpayment          jmltunggakanhari        0.003936
FlagNegCust           SupplierAssetStatus     0.003956
SupplierAssetStatus   FlagNegCust             0.003956
AssetType             flagbad                 0.003965
flagbad               AssetType               0.003965
AssetType             applicationsource       0.003967
applicationsource     AssetType               0.003967
jmltunggakanpokok     AssetType               0.003992
AssetType             jmltunggakanpokok       0.003992
                      DPPercentage            0.004011
DPPercentage          AssetType               0.004011
applicationsource     AssetUsage              0.004022
AssetUsage            applicationsource       0.004022
CompanyCity           SupplierAssetStatus     0.004025
SupplierAssetStatus   CompanyCity             0.004025
Pendidikan            jmltunggakanhari        0.004040
jmltunggakanhari      Pendidikan              0.004040
CompanyCity           flagbad                 0.004049
flagbad               CompanyCity             0.004049
CreditScoreSchemeID   Gender                  0.004064
Gender                CreditScoreSchemeID     0.004064
CAMOSObligorExposure  IsSyariah               0.004069
IsSyariah             CAMOSObligorExposure    0.004069
jmltunggakanpokok     ResidenceCompanyCity    0.004107
ResidenceCompanyCity  jmltunggakanpokok       0.004107
Pendidikan            AssetType               0.004114
AssetType             Pendidikan              0.004114
jmltunggakanhari      AssetCategory           0.004122
AssetCategory         jmltunggakanhari        0.004122
AssetCategoryId       jmltunggakanhari        0.004122
jmltunggakanhari      AssetCategoryId         0.004122
FlagNegCust           applicationsource       0.004151
applicationsource     FlagNegCust             0.004151
flagImpact            ResidenceCompanyCity    0.004168
ResidenceCompanyCity  flagImpact              0.004168
flagImpactHL          ResidenceCompanyCity    0.004168
ResidenceCompanyCity  flagImpactHL            0.004168
PurposeOfFinancingID  ResidenceCompanyCity    0.004181
ResidenceCompanyCity  PurposeOfFinancingID    0.004181
SupplierName          Jenis_KPM               0.004263
Jenis_KPM             SupplierName            0.004263
jmltunggakanpokok     Wayofpayment            0.004309
Wayofpayment          jmltunggakanpokok       0.004309
MainCoverage          FirstInstallment        0.004330
FirstInstallment      MainCoverage            0.004330
Bidang_usaha          InstallmentScheme       0.004383
InstallmentScheme     Bidang_usaha            0.004383
PurposeOfFinancingID  flagImpactHL            0.004499
flagImpactHL          PurposeOfFinancingID    0.004499
flagImpact            PurposeOfFinancingID    0.004499
PurposeOfFinancingID  flagImpact              0.004499
Pendidikan            numofassetunit          0.004506
numofassetunit        Pendidikan              0.004506
Jenis_KPM             SektorEkonomi           0.004563
SektorEkonomi         Jenis_KPM               0.004563
AssetType             SupplierId              0.004572
SupplierId            AssetType               0.004572
FlagNegCust           SupplierId              0.004584
SupplierId            FlagNegCust             0.004584
flagbad               jmltunggakanhari        0.004731
jmltunggakanhari      flagbad                 0.004731
Bidang_usaha          Jenis_KPM               0.004757
Jenis_KPM             Bidang_usaha            0.004757
                      IsSyariah               0.004759
IsSyariah             Jenis_KPM               0.004759
jmltunggakanhari      isoveride               0.004768
isoveride             jmltunggakanhari        0.004768
Pendidikan            SektorEkonomi           0.004807
SektorEkonomi         Pendidikan              0.004807
CreditScoreSchemeID   CompanyCity             0.004832
CompanyCity           CreditScoreSchemeID     0.004832
AutoApprovalFailed    SupplierId              0.004886
SupplierId            AutoApprovalFailed      0.004886
Wayofpayment          flagImpact              0.004895
flagImpact            Wayofpayment            0.004895
flagImpactHL          Wayofpayment            0.004895
Wayofpayment          flagImpactHL            0.004895
SupplierId            AssetCategoryId         0.004901
AssetCategoryId       SupplierId              0.004901
SupplierName          MaritalStatus           0.004911
MaritalStatus         SupplierName            0.004911
jmltunggakanpokok     CompanyCity             0.004920
CompanyCity           jmltunggakanpokok       0.004920
AssetCategory         SupplierId              0.004923
SupplierId            AssetCategory           0.004923
Gender                flagbad                 0.004930
flagbad               Gender                  0.004930
Gender                CompanyCity             0.004964
CompanyCity           Gender                  0.004964
isoveride             applicationsource       0.004992
applicationsource     isoveride               0.004992
HomeCompanyStatus     GroupProductId          0.004995
GroupProductId        HomeCompanyStatus       0.004995
FirstInstallment      SupplierAssetStatus     0.005000
SupplierAssetStatus   FirstInstallment        0.005000
jmltunggakanpokok     MadeIn                  0.005027
MadeIn                jmltunggakanpokok       0.005027
Pendidikan            IsSyariah               0.005045
IsSyariah             Pendidikan              0.005045
SupplierAssetStatus   IsSyariah               0.005068
IsSyariah             SupplierAssetStatus     0.005068
MadeIn                HomeCompanyStatus       0.005135
HomeCompanyStatus     MadeIn                  0.005135
jmltunggakanhari      Pekerjaan               0.005145
Pekerjaan             jmltunggakanhari        0.005145
SupplierAssetStatus   AssetType               0.005190
AssetType             SupplierAssetStatus     0.005190
CAMOSObligorExposure  GroupProductId          0.005229
GroupProductId        CAMOSObligorExposure    0.005229
SektorEkonomi         jmltunggakanhari        0.005295
jmltunggakanhari      SektorEkonomi           0.005295
MaritalStatus         applicationsource       0.005298
applicationsource     MaritalStatus           0.005298
Pendidikan            CreditScoreSchemeID     0.005302
CreditScoreSchemeID   Pendidikan              0.005302
MainCoverage          jmltunggakanhari        0.005308
jmltunggakanhari      MainCoverage            0.005308
SupplierId            CAMOSObligorExposure    0.005336
CAMOSObligorExposure  SupplierId              0.005336
Jenis_KPM             InstallmentScheme       0.005348
InstallmentScheme     Jenis_KPM               0.005348
UsedNew               MaritalStatus           0.005369
MaritalStatus         UsedNew                 0.005369
AssetCategoryId       CompanyCity             0.005428
CompanyCity           AssetCategoryId         0.005428
                      AssetCategory           0.005435
AssetCategory         CompanyCity             0.005435
applicationsource     SupplierAssetStatus     0.005476
SupplierAssetStatus   applicationsource       0.005476
AssetType             Pendapatan              0.005533
Pendapatan            AssetType               0.005533
AssetType             FirstInstallment        0.005535
FirstInstallment      AssetType               0.005535
FlagNegCust           PurposeOfFinancingID    0.005548
PurposeOfFinancingID  FlagNegCust             0.005548
CompanyCity           CreditScoringResult     0.005596
CreditScoringResult   CompanyCity             0.005596
AutoApprovalFailed    PersonalType            0.005640
PersonalType          AutoApprovalFailed      0.005640
IsSyariah             flagImpact              0.005647
flagImpact            IsSyariah               0.005647
IsSyariah             flagImpactHL            0.005647
flagImpactHL          IsSyariah               0.005647
MaritalStatus         CreditScoreSchemeID     0.005705
CreditScoreSchemeID   MaritalStatus           0.005705
flagbad               UsedNew                 0.005724
UsedNew               flagbad                 0.005724
ProductType           HomeCompanyStatus       0.005889
HomeCompanyStatus     ProductType             0.005889
MaritalStatus         Wayofpayment            0.005939
Wayofpayment          MaritalStatus           0.005939
FlagNegCust           MaritalStatus           0.005977
MaritalStatus         FlagNegCust             0.005977
CreditScoreSchemeID   HomeCompanyStatus       0.005981
HomeCompanyStatus     CreditScoreSchemeID     0.005981
AutoApprovalFailed    numofassetunit          0.005982
numofassetunit        AutoApprovalFailed      0.005982
AssetUsage            Jenis_KPM               0.005995
Jenis_KPM             AssetUsage              0.005995
ProductType           numofassetunit          0.006033
numofassetunit        ProductType             0.006033
SupplierId            Creditscore             0.006060
Creditscore           SupplierId              0.006060
UsedNew               AssetCategoryId         0.006146
AssetCategoryId       UsedNew                 0.006146
UsedNew               AssetCategory           0.006149
AssetCategory         UsedNew                 0.006149
Pendapatan            ResidenceCompanyCity    0.006153
ResidenceCompanyCity  Pendapatan              0.006153
isKPM                 Bidang_usaha            0.006195
Bidang_usaha          isKPM                   0.006195
flagImpact            flagbad                 0.006297
flagbad               flagImpact              0.006297
flagImpactHL          flagbad                 0.006297
flagbad               flagImpactHL            0.006297
GroupProductId        Pendapatan              0.006361
Pendapatan            GroupProductId          0.006361
MaritalStatus         SupplierId              0.006375
SupplierId            MaritalStatus           0.006375
Wayofpayment          FlagNegCust             0.006376
FlagNegCust           Wayofpayment            0.006376
PersonalType          IsSyariah               0.006377
IsSyariah             PersonalType            0.006377
HomeCompanyStatus     Wayofpayment            0.006391
Wayofpayment          HomeCompanyStatus       0.006391
MaritalStatus         AssetUsage              0.006414
AssetUsage            MaritalStatus           0.006414
FlagRO                Pendidikan              0.006447
Pendidikan            FlagRO                  0.006447
Gender                applicationsource       0.006461
applicationsource     Gender                  0.006461
ProductType           MaritalStatus           0.006482
MaritalStatus         ProductType             0.006482
AssetUsage            isKPM                   0.006555
isKPM                 AssetUsage              0.006555
Autoapprovalresult    flagImpact              0.006572
flagImpact            Autoapprovalresult      0.006572
flagImpactHL          Autoapprovalresult      0.006572
Autoapprovalresult    flagImpactHL            0.006572
MadeIn                numofassetunit          0.006580
numofassetunit        MadeIn                  0.006580
applicationsource     CAMOSObligorExposure    0.006588
CAMOSObligorExposure  applicationsource       0.006588
jmltunggakanhari      jenispinjaman           0.006594
jenispinjaman         jmltunggakanhari        0.006594
Gender                AssetType               0.006608
AssetType             Gender                  0.006608
ResidenceCompanyCity  AutoApprovalFailed      0.006610
AutoApprovalFailed    ResidenceCompanyCity    0.006610
CreditScoringResult   AssetType               0.006622
AssetType             CreditScoringResult     0.006622
ProductOffering       Wayofpayment            0.006627
Wayofpayment          ProductOffering         0.006627
Pendapatan            MaritalStatus           0.006632
MaritalStatus         Pendapatan              0.006632
AssetCategory         numofassetunit          0.006798
numofassetunit        AssetCategory           0.006798
                      AssetCategoryId         0.006798
AssetCategoryId       numofassetunit          0.006798
Pendapatan            CompanyCity             0.006806
CompanyCity           Pendapatan              0.006806
applicationsource     FlagMerkPopular         0.006890
FlagMerkPopular       applicationsource       0.006890
Bidang_usaha          Wayofpayment            0.006914
Wayofpayment          Bidang_usaha            0.006914
flagbad               ResidenceCompanyCity    0.006918
ResidenceCompanyCity  flagbad                 0.006918
                      CreditScoreSchemeID     0.006943
CreditScoreSchemeID   ResidenceCompanyCity    0.006943
Pendapatan            CreditScoreSchemeID     0.006979
CreditScoreSchemeID   Pendapatan              0.006979
isKPM                 SupplierName            0.007041
SupplierName          isKPM                   0.007041
jmltunggakanpokok     SupplierName            0.007053
SupplierName          jmltunggakanpokok       0.007053
SupplierAssetStatus   CreditScoringResult     0.007088
CreditScoringResult   SupplierAssetStatus     0.007088
AssetCategory         Gender                  0.007126
Gender                AssetCategory           0.007126
SupplierAssetStatus   InstallmentScheme       0.007150
InstallmentScheme     SupplierAssetStatus     0.007150
AssetUsage            Pendapatan              0.007152
Pendapatan            AssetUsage              0.007152
AssetType             SektorEkonomi           0.007160
SektorEkonomi         AssetType               0.007160
AssetCategoryId       Gender                  0.007183
Gender                AssetCategoryId         0.007183
Bidang_usaha          SupplierName            0.007228
SupplierName          Bidang_usaha            0.007228
jmltunggakanpokok     AssetUsage              0.007234
AssetUsage            jmltunggakanpokok       0.007234
AssetCategoryId       jmltunggakanpokok       0.007246
jmltunggakanpokok     AssetCategoryId         0.007246
AssetCategory         jmltunggakanpokok       0.007253
jmltunggakanpokok     AssetCategory           0.007253
MaritalStatus         SupplierAssetStatus     0.007299
SupplierAssetStatus   MaritalStatus           0.007299
FlagNegCust           Autoapprovalresult      0.007321
Autoapprovalresult    FlagNegCust             0.007321
jmltunggakanpokok     flagImpact              0.007346
flagImpact            jmltunggakanpokok       0.007346
jmltunggakanpokok     flagImpactHL            0.007346
flagImpactHL          jmltunggakanpokok       0.007346
CreditScoringResult   Jenis_KPM               0.007365
Jenis_KPM             CreditScoringResult     0.007365
MaritalStatus         SektorEkonomi           0.007365
SektorEkonomi         MaritalStatus           0.007365
FirstInstallment      Jenis_KPM               0.007414
Jenis_KPM             FirstInstallment        0.007414
CompanyCity           AutoApprovalFailed      0.007445
AutoApprovalFailed    CompanyCity             0.007445
AssetType             Autoapprovalresult      0.007521
Autoapprovalresult    AssetType               0.007521
CreditScoreSchemeID   jmltunggakanhari        0.007539
jmltunggakanhari      CreditScoreSchemeID     0.007539
Pendidikan            SupplierAssetStatus     0.007595
SupplierAssetStatus   Pendidikan              0.007595
MadeIn                AssetUsage              0.007602
AssetUsage            MadeIn                  0.007602
Jenis_KPM             Gender                  0.007667
Gender                Jenis_KPM               0.007667
FlagRO                DPPercentage            0.007710
DPPercentage          FlagRO                  0.007710
GroupProductId        PersonalType            0.007722
PersonalType          GroupProductId          0.007722
jmltunggakanhari      ProductType             0.007726
ProductType           jmltunggakanhari        0.007726
FlagNegCust           HomeCompanyStatus       0.007728
HomeCompanyStatus     FlagNegCust             0.007728
CreditScoringResult   HomeCompanyStatus       0.007738
HomeCompanyStatus     CreditScoringResult     0.007738
MaritalStatus         flagbad                 0.007789
flagbad               MaritalStatus           0.007789
FirstInstallment      jmltunggakanpokok       0.007796
jmltunggakanpokok     FirstInstallment        0.007796
Autoapprovalresult    SupplierAssetStatus     0.007817
SupplierAssetStatus   Autoapprovalresult      0.007817
ProductType           CAMOSObligorExposure    0.007846
CAMOSObligorExposure  ProductType             0.007846
HomeCompanyStatus     InstallmentScheme       0.007883
InstallmentScheme     HomeCompanyStatus       0.007883
MainCoverage          MadeIn                  0.007922
MadeIn                MainCoverage            0.007922
isoveride             SupplierId              0.007996
SupplierId            isoveride               0.007996
Gender                GroupProductId          0.007998
GroupProductId        Gender                  0.007998
FlagNegCust           CreditScoringResult     0.008020
CreditScoringResult   FlagNegCust             0.008020
MainCoverage          Bidang_usaha            0.008075
Bidang_usaha          MainCoverage            0.008075
Creditscore           AssetType               0.008240
AssetType             Creditscore             0.008240
MadeIn                SupplierAssetStatus     0.008245
SupplierAssetStatus   MadeIn                  0.008245
flagbad               Bidang_usaha            0.008246
Bidang_usaha          flagbad                 0.008246
                      GroupProductId          0.008261
GroupProductId        Bidang_usaha            0.008261
numofassetunit        FlagMerkPopular         0.008265
FlagMerkPopular       numofassetunit          0.008265
FlagRO                SupplierId              0.008315
SupplierId            FlagRO                  0.008315
SupplierName          Pendidikan              0.008396
Pendidikan            SupplierName            0.008396
flagImpact            CreditScoringResult     0.008487
CreditScoringResult   flagImpact              0.008487
flagImpactHL          CreditScoringResult     0.008487
CreditScoringResult   flagImpactHL            0.008487
jmltunggakanpokok     SektorEkonomi           0.008491
SektorEkonomi         jmltunggakanpokok       0.008491
NTFIDR                flagbad                 0.008597
flagbad               NTFIDR                  0.008597
DPPercentage          Gender                  0.008598
Gender                DPPercentage            0.008598
numofassetunit        FlagRO                  0.008613
FlagRO                numofassetunit          0.008613
HomeCompanyStatus     PurposeOfFinancingID    0.008629
PurposeOfFinancingID  HomeCompanyStatus       0.008629
                      DPPercentage            0.008700
DPPercentage          PurposeOfFinancingID    0.008700
Creditscore           SupplierAssetStatus     0.008702
SupplierAssetStatus   Creditscore             0.008702
CAMOSObligorExposure  InstallmentScheme       0.008706
InstallmentScheme     CAMOSObligorExposure    0.008706
Pendapatan            ProductType             0.008708
ProductType           Pendapatan              0.008708
IsSyariah             Pekerjaan               0.008724
Pekerjaan             IsSyariah               0.008724
Bidang_usaha          CAMOSObligorExposure    0.008733
CAMOSObligorExposure  Bidang_usaha            0.008733
Gender                CreditScoringResult     0.008743
CreditScoringResult   Gender                  0.008743
AutoApprovalFailed    HomeCompanyStatus       0.008883
HomeCompanyStatus     AutoApprovalFailed      0.008883
Pendidikan            jenispinjaman           0.008922
jenispinjaman         Pendidikan              0.008922
jmltunggakanpokok     AutoApprovalFailed      0.008972
AutoApprovalFailed    jmltunggakanpokok       0.008972
CompanyCity           SupplierName            0.009056
SupplierName          CompanyCity             0.009056
ProductOffering       HomeCompanyStatus       0.009097
HomeCompanyStatus     ProductOffering         0.009097
flagbad               SupplierAssetStatus     0.009175
SupplierAssetStatus   flagbad                 0.009175
AssetUsage            SupplierAssetStatus     0.009230
SupplierAssetStatus   AssetUsage              0.009230
MaritalStatus         CompanyCity             0.009296
CompanyCity           MaritalStatus           0.009296
Gender                isKPM                   0.009406
isKPM                 Gender                  0.009406
ProductType           CompanyCity             0.009436
CompanyCity           ProductType             0.009436
FlagNegCust           SupplierName            0.009448
SupplierName          FlagNegCust             0.009448
PurposeOfFinancingID  MaritalStatus           0.009537
MaritalStatus         PurposeOfFinancingID    0.009537
SupplierAssetStatus   GroupProductId          0.009604
GroupProductId        SupplierAssetStatus     0.009604
ResidenceCompanyCity  SupplierName            0.009616
SupplierName          ResidenceCompanyCity    0.009616
Pendidikan            FlagNegCust             0.009627
FlagNegCust           Pendidikan              0.009627
Bidang_usaha          IsSyariah               0.009653
IsSyariah             Bidang_usaha            0.009653
AssetCategoryId       SupplierAssetStatus     0.009699
SupplierAssetStatus   AssetCategoryId         0.009699
SupplierId            CreditScoreSchemeID     0.009723
CreditScoreSchemeID   SupplierId              0.009723
jmltunggakanpokok     flagbad                 0.009748
flagbad               jmltunggakanpokok       0.009748
FlagNegCust           ProductOffering         0.009757
ProductOffering       FlagNegCust             0.009757
AssetType             isoveride               0.009774
isoveride             AssetType               0.009774
FlagNegCust           jenispinjaman           0.009777
jenispinjaman         FlagNegCust             0.009777
AssetCategory         SupplierAssetStatus     0.009777
SupplierAssetStatus   AssetCategory           0.009777
PersonalType          DPPercentage            0.009811
DPPercentage          PersonalType            0.009811
MaritalStatus         FlagMerkPopular         0.009844
FlagMerkPopular       MaritalStatus           0.009844
PurposeOfFinancingID  Bidang_usaha            0.009855
Bidang_usaha          PurposeOfFinancingID    0.009855
IsSyariah             NTFIDR                  0.009904
NTFIDR                IsSyariah               0.009904
flagImpactHL          Creditscore             0.009915
Creditscore           flagImpactHL            0.009915
                      flagImpact              0.009915
flagImpact            Creditscore             0.009915
InstallmentScheme     Gender                  0.009940
Gender                InstallmentScheme       0.009940
jmltunggakanpokok     CreditScoreSchemeID     0.009987
CreditScoreSchemeID   jmltunggakanpokok       0.009987
ProductOffering       SupplierName            0.009993
SupplierName          ProductOffering         0.009993
Wayofpayment          numofassetunit          0.010012
numofassetunit        Wayofpayment            0.010012
ResidenceCompanyCity  ProductType             0.010019
ProductType           ResidenceCompanyCity    0.010019
jmltunggakanpokok     CreditScoringResult     0.010055
CreditScoringResult   jmltunggakanpokok       0.010055
FlagRO                ResidenceCompanyCity    0.010097
ResidenceCompanyCity  FlagRO                  0.010097
MaritalStatus         ResidenceCompanyCity    0.010116
ResidenceCompanyCity  MaritalStatus           0.010116
SupplierAssetStatus   ResidenceCompanyCity    0.010153
ResidenceCompanyCity  SupplierAssetStatus     0.010153
HomeCompanyStatus     Autoapprovalresult      0.010178
Autoapprovalresult    HomeCompanyStatus       0.010178
UsedNew               ResidenceCompanyCity    0.010260
ResidenceCompanyCity  UsedNew                 0.010260
AssetType             ProductOffering         0.010263
ProductOffering       AssetType               0.010263
jmltunggakanhari      AssetUsage              0.010315
AssetUsage            jmltunggakanhari        0.010315
PurposeOfFinancingID  AutoApprovalFailed      0.010334
AutoApprovalFailed    PurposeOfFinancingID    0.010334
SupplierAssetStatus   DPPercentage            0.010379
DPPercentage          SupplierAssetStatus     0.010379
CompanyCity           GroupProductId          0.010497
GroupProductId        CompanyCity             0.010497
HomeCompanyStatus     SupplierName            0.010543
SupplierName          HomeCompanyStatus       0.010543
GroupProductId        AssetUsage              0.010617
AssetUsage            GroupProductId          0.010617
PurposeOfFinancingID  isoveride               0.010617
isoveride             PurposeOfFinancingID    0.010617
jmltunggakanpokok     isoveride               0.010632
isoveride             jmltunggakanpokok       0.010632
flagImpact            applicationsource       0.010730
applicationsource     flagImpact              0.010730
                      flagImpactHL            0.010730
flagImpactHL          applicationsource       0.010730
SupplierName          Wayofpayment            0.010754
Wayofpayment          SupplierName            0.010754
Gender                AutoApprovalFailed      0.010760
AutoApprovalFailed    Gender                  0.010760
ResidenceCompanyCity  CAMOSObligorExposure    0.010760
CAMOSObligorExposure  ResidenceCompanyCity    0.010760
Autoapprovalresult    jmltunggakanpokok       0.010794
jmltunggakanpokok     Autoapprovalresult      0.010794
IsSyariah             FlagMerkPopular         0.010807
FlagMerkPopular       IsSyariah               0.010807
Autoapprovalresult    Gender                  0.010894
Gender                Autoapprovalresult      0.010894
MainCoverage          ProductOffering         0.010913
ProductOffering       MainCoverage            0.010913
jmltunggakanpokok     Pekerjaan               0.010947
Pekerjaan             jmltunggakanpokok       0.010947
Autoapprovalresult    Jenis_KPM               0.010951
Jenis_KPM             Autoapprovalresult      0.010951
isoveride             Gender                  0.010957
Gender                isoveride               0.010957
AssetCategoryId       PurposeOfFinancingID    0.010969
PurposeOfFinancingID  AssetCategoryId         0.010969
AssetCategory         PurposeOfFinancingID    0.010971
PurposeOfFinancingID  AssetCategory           0.010971
FlagRO                SupplierAssetStatus     0.010975
SupplierAssetStatus   FlagRO                  0.010975
AssetType             UsedNew                 0.011031
UsedNew               AssetType               0.011031
CompanyCity           ProductOffering         0.011036
ProductOffering       CompanyCity             0.011036
Pendapatan            jenispinjaman           0.011083
jenispinjaman         Pendapatan              0.011083
UsedNew               applicationsource       0.011095
applicationsource     UsedNew                 0.011095
MaritalStatus         DPPercentage            0.011113
DPPercentage          MaritalStatus           0.011113
UsedNew               IsSyariah               0.011128
IsSyariah             UsedNew                 0.011128
Pendidikan            MainCoverage            0.011185
MainCoverage          Pendidikan              0.011185
AssetCategory         ProductOffering         0.011196
ProductOffering       AssetCategory           0.011196
                      AssetCategoryId         0.011204
AssetCategoryId       ProductOffering         0.011204
SupplierId            FlagMerkPopular         0.011289
FlagMerkPopular       SupplierId              0.011289
SupplierAssetStatus   Jenis_KPM               0.011320
Jenis_KPM             SupplierAssetStatus     0.011320
CreditScoringResult   isKPM                   0.011349
isKPM                 CreditScoringResult     0.011349
DPPercentage          FlagMerkPopular         0.011370
FlagMerkPopular       DPPercentage            0.011370
jmltunggakanpokok     SupplierAssetStatus     0.011373
SupplierAssetStatus   jmltunggakanpokok       0.011373
GroupProductId        numofassetunit          0.011491
numofassetunit        GroupProductId          0.011491
FlagMerkPopular       ResidenceCompanyCity    0.011497
ResidenceCompanyCity  FlagMerkPopular         0.011497
Pendidikan            Wayofpayment            0.011657
Wayofpayment          Pendidikan              0.011657
ProductType           jmltunggakanpokok       0.011701
jmltunggakanpokok     ProductType             0.011701
MadeIn                AssetType               0.011775
AssetType             MadeIn                  0.011775
DPPercentage          Jenis_KPM               0.011782
Jenis_KPM             DPPercentage            0.011782
applicationsource     PurposeOfFinancingID    0.011792
PurposeOfFinancingID  applicationsource       0.011792
DPPercentage          Pendapatan              0.011807
Pendapatan            DPPercentage            0.011807
UsedNew               CompanyCity             0.011846
CompanyCity           UsedNew                 0.011846
Gender                FlagNegCust             0.011898
FlagNegCust           Gender                  0.011898
isoveride             MaritalStatus           0.011988
MaritalStatus         isoveride               0.011988
AssetUsage            AssetCategoryId         0.012031
AssetCategoryId       AssetUsage              0.012031
AssetUsage            AssetCategory           0.012033
AssetCategory         AssetUsage              0.012033
AssetType             ProductType             0.012118
ProductType           AssetType               0.012118
Gender                MainCoverage            0.012150
MainCoverage          Gender                  0.012150
GroupProductId        MaritalStatus           0.012167
MaritalStatus         GroupProductId          0.012167
Jenis_KPM             MadeIn                  0.012201
MadeIn                Jenis_KPM               0.012201
IsSyariah             Gender                  0.012203
Gender                IsSyariah               0.012203
AssetType             FlagNegCust             0.012220
FlagNegCust           AssetType               0.012220
CreditScoreSchemeID   flagbad                 0.012224
flagbad               CreditScoreSchemeID     0.012224
SupplierAssetStatus   Gender                  0.012356
Gender                SupplierAssetStatus     0.012356
Pendidikan            ProductOffering         0.012378
ProductOffering       Pendidikan              0.012378
MaritalStatus         IsSyariah               0.012423
IsSyariah             MaritalStatus           0.012423
AutoApprovalFailed    MaritalStatus           0.012436
MaritalStatus         AutoApprovalFailed      0.012436
MadeIn                Gender                  0.012469
Gender                MadeIn                  0.012469
FlagNegCust           Creditscore             0.012523
Creditscore           FlagNegCust             0.012523
UsedNew               Autoapprovalresult      0.012556
Autoapprovalresult    UsedNew                 0.012556
CAMOSObligorExposure  CreditScoreSchemeID     0.012615
CreditScoreSchemeID   CAMOSObligorExposure    0.012615
Wayofpayment          NTFIDR                  0.012706
NTFIDR                Wayofpayment            0.012706
SupplierId            Gender                  0.012913
Gender                SupplierId              0.012913
PurposeOfFinancingID  IsSyariah               0.012934
IsSyariah             PurposeOfFinancingID    0.012934
applicationsource     SupplierId              0.012934
SupplierId            applicationsource       0.012934
CompanyCity           flagImpactHL            0.012956
flagImpactHL          CompanyCity             0.012956
CompanyCity           flagImpact              0.012956
flagImpact            CompanyCity             0.012956
PurposeOfFinancingID  FirstInstallment        0.013028
FirstInstallment      PurposeOfFinancingID    0.013028
ResidenceCompanyCity  ProductOffering         0.013074
ProductOffering       ResidenceCompanyCity    0.013074
PersonalType          applicationsource       0.013079
applicationsource     PersonalType            0.013079
flagbad               applicationsource       0.013108
applicationsource     flagbad                 0.013108
SupplierName          Pekerjaan               0.013193
Pekerjaan             SupplierName            0.013193
Wayofpayment          PurposeOfFinancingID    0.013291
PurposeOfFinancingID  Wayofpayment            0.013291
flagImpact            AssetType               0.013342
AssetType             flagImpact              0.013342
flagImpactHL          AssetType               0.013342
AssetType             flagImpactHL            0.013342
CAMOSObligorExposure  jenispinjaman           0.013392
jenispinjaman         CAMOSObligorExposure    0.013392
isKPM                 DPPercentage            0.013402
DPPercentage          isKPM                   0.013402
HomeCompanyStatus     FlagMerkPopular         0.013409
FlagMerkPopular       HomeCompanyStatus       0.013409
Bidang_usaha          ResidenceCompanyCity    0.013544
ResidenceCompanyCity  Bidang_usaha            0.013544
jmltunggakanhari      PurposeOfFinancingID    0.013594
PurposeOfFinancingID  jmltunggakanhari        0.013594
ResidenceCompanyCity  MadeIn                  0.013633
MadeIn                ResidenceCompanyCity    0.013633
FlagRO                applicationsource       0.013639
applicationsource     FlagRO                  0.013639
Bidang_usaha          SupplierAssetStatus     0.013787
SupplierAssetStatus   Bidang_usaha            0.013787
AutoApprovalFailed    AssetType               0.013838
AssetType             AutoApprovalFailed      0.013838
isoveride             SupplierAssetStatus     0.013851
SupplierAssetStatus   isoveride               0.013851
AssetUsage            AutoApprovalFailed      0.013869
AutoApprovalFailed    AssetUsage              0.013869
Jenis_KPM             AutoApprovalFailed      0.013976
AutoApprovalFailed    Jenis_KPM               0.013976
DPPercentage          ProductOffering         0.014025
ProductOffering       DPPercentage            0.014025
ProductType           flagImpactHL            0.014057
flagImpactHL          ProductType             0.014057
ProductType           flagImpact              0.014057
flagImpact            ProductType             0.014057
Creditscore           jmltunggakanpokok       0.014062
jmltunggakanpokok     Creditscore             0.014062
HomeCompanyStatus     SupplierAssetStatus     0.014067
SupplierAssetStatus   HomeCompanyStatus       0.014067
PersonalType          jmltunggakanpokok       0.014069
jmltunggakanpokok     PersonalType            0.014069
CompanyCity           MainCoverage            0.014092
MainCoverage          CompanyCity             0.014092
GroupProductId        NTFIDR                  0.014100
NTFIDR                GroupProductId          0.014100
FlagRO                GroupProductId          0.014167
GroupProductId        FlagRO                  0.014167
Creditscore           HomeCompanyStatus       0.014192
HomeCompanyStatus     Creditscore             0.014192
CreditScoreSchemeID   flagImpactHL            0.014193
flagImpactHL          CreditScoreSchemeID     0.014193
flagImpact            CreditScoreSchemeID     0.014193
CreditScoreSchemeID   flagImpact              0.014193
isoveride             NTFIDR                  0.014204
NTFIDR                isoveride               0.014204
AssetType             AssetCategoryId         0.014320
AssetCategoryId       AssetType               0.014320
AssetCategory         AssetType               0.014320
AssetType             AssetCategory           0.014320
Wayofpayment          CAMOSObligorExposure    0.014358
CAMOSObligorExposure  Wayofpayment            0.014358
Pekerjaan             jenispinjaman           0.014414
jenispinjaman         Pekerjaan               0.014414
CompanyCity           Bidang_usaha            0.014452
Bidang_usaha          CompanyCity             0.014452
FlagNegCust           AutoApprovalFailed      0.014493
AutoApprovalFailed    FlagNegCust             0.014493
InstallmentScheme     numofassetunit          0.014553
numofassetunit        InstallmentScheme       0.014553
CompanyCity           CAMOSObligorExposure    0.014562
CAMOSObligorExposure  CompanyCity             0.014562
flagImpact            GroupProductId          0.014565
GroupProductId        flagImpact              0.014565
flagImpactHL          GroupProductId          0.014565
GroupProductId        flagImpactHL            0.014565
Creditscore           UsedNew                 0.014583
UsedNew               Creditscore             0.014583
HomeCompanyStatus     Bidang_usaha            0.014593
Bidang_usaha          HomeCompanyStatus       0.014593
PurposeOfFinancingID  flagbad                 0.014663
flagbad               PurposeOfFinancingID    0.014663
AssetUsage            HomeCompanyStatus       0.014721
HomeCompanyStatus     AssetUsage              0.014721
IsSyariah             AssetUsage              0.014766
AssetUsage            IsSyariah               0.014766
Wayofpayment          applicationsource       0.014846
applicationsource     Wayofpayment            0.014846
GroupProductId        ResidenceCompanyCity    0.014899
ResidenceCompanyCity  GroupProductId          0.014899
jenispinjaman         PersonalType            0.014964
PersonalType          jenispinjaman           0.014964
AssetType             CreditScoreSchemeID     0.014982
CreditScoreSchemeID   AssetType               0.014982
FlagMerkPopular       Wayofpayment            0.015111
Wayofpayment          FlagMerkPopular         0.015111
Jenis_KPM             HomeCompanyStatus       0.015127
HomeCompanyStatus     Jenis_KPM               0.015127
Pendapatan            SupplierName            0.015134
SupplierName          Pendapatan              0.015134
isKPM                 MadeIn                  0.015148
MadeIn                isKPM                   0.015148
UsedNew               AssetUsage              0.015169
AssetUsage            UsedNew                 0.015169
FlagMerkPopular       jmltunggakanpokok       0.015177
jmltunggakanpokok     FlagMerkPopular         0.015177
Bidang_usaha          SupplierId              0.015189
SupplierId            Bidang_usaha            0.015189
isKPM                 Autoapprovalresult      0.015269
Autoapprovalresult    isKPM                   0.015269
SektorEkonomi         SupplierName            0.015310
SupplierName          SektorEkonomi           0.015310
PersonalType          ProductType             0.015370
ProductType           PersonalType            0.015370
HomeCompanyStatus     isKPM                   0.015399
isKPM                 HomeCompanyStatus       0.015399
CAMOSObligorExposure  numofassetunit          0.015426
numofassetunit        CAMOSObligorExposure    0.015426
Pekerjaan             FlagNegCust             0.015449
FlagNegCust           Pekerjaan               0.015449
jenispinjaman         flagbad                 0.015576
flagbad               jenispinjaman           0.015576
FlagNegCust           FirstInstallment        0.015624
FirstInstallment      FlagNegCust             0.015624
CAMOSObligorExposure  Pendidikan              0.015688
Pendidikan            CAMOSObligorExposure    0.015688
flagbad               ProductOffering         0.015754
ProductOffering       flagbad                 0.015754
UsedNew               PurposeOfFinancingID    0.015858
PurposeOfFinancingID  UsedNew                 0.015858
flagImpact            MadeIn                  0.015878
MadeIn                flagImpact              0.015878
flagImpactHL          MadeIn                  0.015878
MadeIn                flagImpactHL            0.015878
InstallmentScheme     GroupProductId          0.016015
GroupProductId        InstallmentScheme       0.016015
SektorEkonomi         Gender                  0.016046
Gender                SektorEkonomi           0.016046
isKPM                 SupplierAssetStatus     0.016153
SupplierAssetStatus   isKPM                   0.016153
DPPercentage          ResidenceCompanyCity    0.016205
ResidenceCompanyCity  DPPercentage            0.016205
SupplierAssetStatus   flagImpactHL            0.016227
flagImpactHL          SupplierAssetStatus     0.016227
flagImpact            SupplierAssetStatus     0.016227
SupplierAssetStatus   flagImpact              0.016227
isKPM                 NTFIDR                  0.016281
NTFIDR                isKPM                   0.016281
InstallmentScheme     IsSyariah               0.016380
IsSyariah             InstallmentScheme       0.016380
GroupProductId        MadeIn                  0.016386
MadeIn                GroupProductId          0.016386
FlagMerkPopular       CompanyCity             0.016412
CompanyCity           FlagMerkPopular         0.016412
CreditScoreSchemeID   PersonalType            0.016419
PersonalType          CreditScoreSchemeID     0.016419
MadeIn                Pendidikan              0.016592
Pendidikan            MadeIn                  0.016592
DPPercentage          CompanyCity             0.016703
CompanyCity           DPPercentage            0.016703
Creditscore           MainCoverage            0.016716
MainCoverage          Creditscore             0.016716
ResidenceCompanyCity  Jenis_KPM               0.016720
Jenis_KPM             ResidenceCompanyCity    0.016720
UsedNew               jmltunggakanpokok       0.016790
jmltunggakanpokok     UsedNew                 0.016790
PersonalType          SupplierName            0.016837
SupplierName          PersonalType            0.016837
NTFIDR                ResidenceCompanyCity    0.016921
ResidenceCompanyCity  NTFIDR                  0.016921
CompanyCity           InstallmentScheme       0.016943
InstallmentScheme     CompanyCity             0.016943
CreditScoringResult   UsedNew                 0.016980
UsedNew               CreditScoringResult     0.016980
IsSyariah             DPPercentage            0.016981
DPPercentage          IsSyariah               0.016981
CompanyCity           MadeIn                  0.017089
MadeIn                CompanyCity             0.017089
ResidenceCompanyCity  Autoapprovalresult      0.017300
Autoapprovalresult    ResidenceCompanyCity    0.017300
AssetUsage            jenispinjaman           0.017492
jenispinjaman         AssetUsage              0.017492
CreditScoreSchemeID   SektorEkonomi           0.017495
SektorEkonomi         CreditScoreSchemeID     0.017495
IsSyariah             flagbad                 0.017503
flagbad               IsSyariah               0.017503
GroupProductId        SupplierName            0.017681
SupplierName          GroupProductId          0.017681
FlagNegCust           MainCoverage            0.017691
MainCoverage          FlagNegCust             0.017691
flagbad               Jenis_KPM               0.017703
Jenis_KPM             flagbad                 0.017703
CompanyCity           Autoapprovalresult      0.017836
Autoapprovalresult    CompanyCity             0.017836
CompanyCity           IsSyariah               0.017968
IsSyariah             CompanyCity             0.017968
AssetType             FlagRO                  0.017981
FlagRO                AssetType               0.017981
isKPM                 flagbad                 0.018241
flagbad               isKPM                   0.018241
MaritalStatus         Creditscore             0.018242
Creditscore           MaritalStatus           0.018242
InstallmentScheme     SupplierId              0.018361
SupplierId            InstallmentScheme       0.018361
Jenis_KPM             CompanyCity             0.018367
CompanyCity           Jenis_KPM               0.018367
                      HomeCompanyStatus       0.018382
HomeCompanyStatus     CompanyCity             0.018382
CAMOSObligorExposure  MaritalStatus           0.018679
MaritalStatus         CAMOSObligorExposure    0.018679
ProductType           UsedNew                 0.018686
UsedNew               ProductType             0.018686
isKPM                 AutoApprovalFailed      0.018731
AutoApprovalFailed    isKPM                   0.018731
ResidenceCompanyCity  isKPM                   0.018892
isKPM                 ResidenceCompanyCity    0.018892
Creditscore           Bidang_usaha            0.018931
Bidang_usaha          Creditscore             0.018931
numofassetunit        applicationsource       0.019178
applicationsource     numofassetunit          0.019178
AssetCategoryId       Bidang_usaha            0.019178
Bidang_usaha          AssetCategoryId         0.019178
AssetCategory         Bidang_usaha            0.019189
Bidang_usaha          AssetCategory           0.019189
NTFIDR                CompanyCity             0.019249
CompanyCity           NTFIDR                  0.019249
Pekerjaan             isKPM                   0.019285
isKPM                 Pekerjaan               0.019285
Creditscore           FlagMerkPopular         0.019300
FlagMerkPopular       Creditscore             0.019300
SupplierName          PurposeOfFinancingID    0.019317
PurposeOfFinancingID  SupplierName            0.019317
AutoApprovalFailed    flagImpact              0.019499
flagImpact            AutoApprovalFailed      0.019499
AutoApprovalFailed    flagImpactHL            0.019499
flagImpactHL          AutoApprovalFailed      0.019499
FlagMerkPopular       AssetType               0.019524
AssetType             FlagMerkPopular         0.019524
InstallmentScheme     Pendapatan              0.019572
Pendapatan            InstallmentScheme       0.019572
FlagNegCust           PersonalType            0.019615
PersonalType          FlagNegCust             0.019615
InstallmentScheme     applicationsource       0.019660
applicationsource     InstallmentScheme       0.019660
InstallmentScheme     ResidenceCompanyCity    0.019670
ResidenceCompanyCity  InstallmentScheme       0.019670
Pekerjaan             SupplierAssetStatus     0.019725
SupplierAssetStatus   Pekerjaan               0.019725
flagbad               ProductType             0.019781
ProductType           flagbad                 0.019781
flagbad               CAMOSObligorExposure    0.019856
CAMOSObligorExposure  flagbad                 0.019856
FlagRO                flagbad                 0.020050
flagbad               FlagRO                  0.020050
Jenis_KPM             UsedNew                 0.020289
UsedNew               Jenis_KPM               0.020289
numofassetunit        NTFIDR                  0.020331
NTFIDR                numofassetunit          0.020331
CAMOSObligorExposure  AssetType               0.020358
AssetType             CAMOSObligorExposure    0.020358
DPPercentage          GroupProductId          0.020431
GroupProductId        DPPercentage            0.020431
flagImpactHL          FlagNegCust             0.020531
FlagNegCust           flagImpactHL            0.020531
                      flagImpact              0.020531
flagImpact            FlagNegCust             0.020531
Pekerjaan             Wayofpayment            0.020564
Wayofpayment          Pekerjaan               0.020564
Gender                UsedNew                 0.020572
UsedNew               Gender                  0.020572
flagbad               MadeIn                  0.020573
MadeIn                flagbad                 0.020573
MainCoverage          HomeCompanyStatus       0.020754
HomeCompanyStatus     MainCoverage            0.020754
ResidenceCompanyCity  MainCoverage            0.020772
MainCoverage          ResidenceCompanyCity    0.020772
Gender                Wayofpayment            0.020829
Wayofpayment          Gender                  0.020829
IsSyariah             SupplierName            0.020833
SupplierName          IsSyariah               0.020833
FlagNegCust           CreditScoreSchemeID     0.020878
CreditScoreSchemeID   FlagNegCust             0.020878
FlagNegCust           isoveride               0.020883
isoveride             FlagNegCust             0.020883
Pekerjaan             Jenis_KPM               0.020989
Jenis_KPM             Pekerjaan               0.020989
CreditScoringResult   Bidang_usaha            0.021062
Bidang_usaha          CreditScoringResult     0.021062
Pendidikan            AssetCategoryId         0.021074
AssetCategoryId       Pendidikan              0.021074
FlagNegCust           ProductType             0.021090
ProductType           FlagNegCust             0.021090
MadeIn                Pekerjaan               0.021092
Pekerjaan             MadeIn                  0.021092
AssetCategory         Pendidikan              0.021114
Pendidikan            AssetCategory           0.021114
isoveride             IsSyariah               0.021499
IsSyariah             isoveride               0.021499
CreditScoringResult   MaritalStatus           0.021522
MaritalStatus         CreditScoringResult     0.021522
SupplierId            HomeCompanyStatus       0.021526
HomeCompanyStatus     SupplierId              0.021526
ResidenceCompanyCity  IsSyariah               0.021532
IsSyariah             ResidenceCompanyCity    0.021532
MaritalStatus         NTFIDR                  0.021617
NTFIDR                MaritalStatus           0.021617
                      Jenis_KPM               0.021698
Jenis_KPM             NTFIDR                  0.021698
DPPercentage          applicationsource       0.021710
applicationsource     DPPercentage            0.021710
isKPM                 CompanyCity             0.021861
CompanyCity           isKPM                   0.021861
Creditscore           CompanyCity             0.021870
CompanyCity           Creditscore             0.021870
Autoapprovalresult    MaritalStatus           0.021877
MaritalStatus         Autoapprovalresult      0.021877
Bidang_usaha          Pendapatan              0.021883
Pendapatan            Bidang_usaha            0.021883
NTFIDR                Pendidikan              0.021886
Pendidikan            NTFIDR                  0.021886
NTFIDR                AssetType               0.021893
AssetType             NTFIDR                  0.021893
SupplierId            IsSyariah               0.021908
IsSyariah             SupplierId              0.021908
MainCoverage          PurposeOfFinancingID    0.021932
PurposeOfFinancingID  MainCoverage            0.021932
FlagMerkPopular       CreditScoreSchemeID     0.021961
CreditScoreSchemeID   FlagMerkPopular         0.021961
flagImpact            jenispinjaman           0.021961
jenispinjaman         flagImpact              0.021961
                      flagImpactHL            0.021961
flagImpactHL          jenispinjaman           0.021961
Pendapatan            Pendidikan              0.022022
Pendidikan            Pendapatan              0.022022
flagbad               Creditscore             0.022055
Creditscore           flagbad                 0.022055
GroupProductId        flagbad                 0.022172
flagbad               GroupProductId          0.022172
MadeIn                IsSyariah               0.022178
IsSyariah             MadeIn                  0.022178
DPPercentage          UsedNew                 0.022280
UsedNew               DPPercentage            0.022280
MadeIn                Bidang_usaha            0.022457
Bidang_usaha          MadeIn                  0.022457
jenispinjaman         SupplierName            0.022491
SupplierName          jenispinjaman           0.022491
InstallmentScheme     NTFIDR                  0.022678
NTFIDR                InstallmentScheme       0.022678
Pendapatan            jmltunggakanpokok       0.022693
jmltunggakanpokok     Pendapatan              0.022693
AssetUsage            SektorEkonomi           0.022706
SektorEkonomi         AssetUsage              0.022706
MainCoverage          SupplierAssetStatus     0.022872
SupplierAssetStatus   MainCoverage            0.022872
HomeCompanyStatus     Pendapatan              0.022875
Pendapatan            HomeCompanyStatus       0.022875
jmltunggakanpokok     FlagRO                  0.022900
FlagRO                jmltunggakanpokok       0.022900
DPPercentage          HomeCompanyStatus       0.022907
HomeCompanyStatus     DPPercentage            0.022907
ProductType           SektorEkonomi           0.022980
SektorEkonomi         ProductType             0.022980
Pendidikan            CompanyCity             0.023140
CompanyCity           Pendidikan              0.023140
applicationsource     IsSyariah               0.023157
IsSyariah             applicationsource       0.023157
GroupProductId        CreditScoreSchemeID     0.023247
CreditScoreSchemeID   GroupProductId          0.023247
GroupProductId        AssetCategory           0.023255
AssetCategory         GroupProductId          0.023255
AssetCategoryId       GroupProductId          0.023259
GroupProductId        AssetCategoryId         0.023259
UsedNew               Wayofpayment            0.023384
Wayofpayment          UsedNew                 0.023384
AssetUsage            Wayofpayment            0.023384
Wayofpayment          AssetUsage              0.023384
                      SupplierAssetStatus     0.023438
SupplierAssetStatus   Wayofpayment            0.023438
MainCoverage          UsedNew                 0.023463
UsedNew               MainCoverage            0.023463
FlagNegCust           AssetCategory           0.023470
AssetCategory         FlagNegCust             0.023470
AssetCategoryId       FlagNegCust             0.023471
FlagNegCust           AssetCategoryId         0.023471
Creditscore           ResidenceCompanyCity    0.023594
ResidenceCompanyCity  Creditscore             0.023594
Bidang_usaha          Autoapprovalresult      0.023771
Autoapprovalresult    Bidang_usaha            0.023771
CAMOSObligorExposure  AssetCategory           0.024006
AssetCategory         CAMOSObligorExposure    0.024006
AssetCategoryId       CAMOSObligorExposure    0.024009
CAMOSObligorExposure  AssetCategoryId         0.024009
Bidang_usaha          FlagRO                  0.024166
FlagRO                Bidang_usaha            0.024166
SektorEkonomi         FlagNegCust             0.024172
FlagNegCust           SektorEkonomi           0.024172
UsedNew               isKPM                   0.024197
isKPM                 UsedNew                 0.024197
PurposeOfFinancingID  isKPM                   0.024420
isKPM                 PurposeOfFinancingID    0.024420
HomeCompanyStatus     isoveride               0.024442
isoveride             HomeCompanyStatus       0.024442
numofassetunit        AssetUsage              0.024650
AssetUsage            numofassetunit          0.024650
FirstInstallment      Gender                  0.024698
Gender                FirstInstallment        0.024698
PersonalType          Wayofpayment            0.024705
Wayofpayment          PersonalType            0.024705
Pekerjaan             InstallmentScheme       0.024761
InstallmentScheme     Pekerjaan               0.024761
FlagMerkPopular       isKPM                   0.024775
isKPM                 FlagMerkPopular         0.024775
Gender                ProductOffering         0.024807
ProductOffering       Gender                  0.024807
flagImpact            Pendapatan              0.024812
Pendapatan            flagImpact              0.024812
                      flagImpactHL            0.024812
flagImpactHL          Pendapatan              0.024812
Autoapprovalresult    Pendapatan              0.024840
Pendapatan            Autoapprovalresult      0.024840
flagbad               AssetCategoryId         0.024915
AssetCategoryId       flagbad                 0.024915
flagbad               AssetCategory           0.024920
AssetCategory         flagbad                 0.024920
PurposeOfFinancingID  Jenis_KPM               0.025065
Jenis_KPM             PurposeOfFinancingID    0.025065
Pendidikan            AutoApprovalFailed      0.025147
AutoApprovalFailed    Pendidikan              0.025147
FlagNegCust           MadeIn                  0.025173
MadeIn                FlagNegCust             0.025173
NTFIDR                applicationsource       0.025227
applicationsource     NTFIDR                  0.025227
HomeCompanyStatus     CAMOSObligorExposure    0.025294
CAMOSObligorExposure  HomeCompanyStatus       0.025294
SupplierName          AssetCategoryId         0.025303
AssetCategoryId       SupplierName            0.025303
SupplierName          AssetCategory           0.025324
AssetCategory         SupplierName            0.025324
AssetUsage            flagImpact              0.025329
flagImpact            AssetUsage              0.025329
flagImpactHL          AssetUsage              0.025329
AssetUsage            flagImpactHL            0.025329
                      FlagRO                  0.025345
FlagRO                AssetUsage              0.025345
ProductType           Pekerjaan               0.025382
Pekerjaan             ProductType             0.025382
isoveride             UsedNew                 0.025422
UsedNew               isoveride               0.025422
InstallmentScheme     PurposeOfFinancingID    0.025468
PurposeOfFinancingID  InstallmentScheme       0.025468
Creditscore           Pendidikan              0.025536
Pendidikan            Creditscore             0.025536
PurposeOfFinancingID  jenispinjaman           0.025787
jenispinjaman         PurposeOfFinancingID    0.025787
ProductType           FlagMerkPopular         0.026242
FlagMerkPopular       ProductType             0.026242
AssetCategory         IsSyariah               0.026259
IsSyariah             AssetCategory           0.026259
AssetCategoryId       IsSyariah               0.026261
IsSyariah             AssetCategoryId         0.026261
SupplierAssetStatus   PersonalType            0.026391
PersonalType          SupplierAssetStatus     0.026391
PurposeOfFinancingID  CreditScoringResult     0.026466
CreditScoringResult   PurposeOfFinancingID    0.026466
ResidenceCompanyCity  HomeCompanyStatus       0.026562
HomeCompanyStatus     ResidenceCompanyCity    0.026562
AutoApprovalFailed    Bidang_usaha            0.026582
Bidang_usaha          AutoApprovalFailed      0.026582
                      AssetUsage              0.026623
AssetUsage            Bidang_usaha            0.026623
InstallmentScheme     UsedNew                 0.026678
UsedNew               InstallmentScheme       0.026678
HomeCompanyStatus     Pendidikan              0.026887
Pendidikan            HomeCompanyStatus       0.026887
jenispinjaman         jmltunggakanpokok       0.026938
jmltunggakanpokok     jenispinjaman           0.026938
Pendapatan            CreditScoringResult     0.027085
CreditScoringResult   Pendapatan              0.027085
UsedNew               Pekerjaan               0.027119
Pekerjaan             UsedNew                 0.027119
ProductOffering       MadeIn                  0.027125
MadeIn                ProductOffering         0.027125
Pekerjaan             CreditScoreSchemeID     0.027150
CreditScoreSchemeID   Pekerjaan               0.027150
                      SupplierAssetStatus     0.027226
SupplierAssetStatus   CreditScoreSchemeID     0.027226
MaritalStatus         PersonalType            0.027241
PersonalType          MaritalStatus           0.027241
isoveride             flagImpact              0.027318
flagImpact            isoveride               0.027318
isoveride             flagImpactHL            0.027318
flagImpactHL          isoveride               0.027318
FlagRO                isoveride               0.027402
isoveride             FlagRO                  0.027402
PurposeOfFinancingID  Gender                  0.027403
Gender                PurposeOfFinancingID    0.027403
Pendapatan            Wayofpayment            0.027417
Wayofpayment          Pendapatan              0.027417
CompanyCity           isoveride               0.027497
isoveride             CompanyCity             0.027497
CAMOSObligorExposure  isKPM                   0.027876
isKPM                 CAMOSObligorExposure    0.027876
SupplierAssetStatus   jenispinjaman           0.027967
jenispinjaman         SupplierAssetStatus     0.027967
PersonalType          ResidenceCompanyCity    0.028050
ResidenceCompanyCity  PersonalType            0.028050
FlagMerkPopular       AssetCategory           0.028150
AssetCategory         FlagMerkPopular         0.028150
AssetCategoryId       FlagMerkPopular         0.028154
FlagMerkPopular       AssetCategoryId         0.028154
Creditscore           applicationsource       0.028220
applicationsource     Creditscore             0.028220
CAMOSObligorExposure  Jenis_KPM               0.028271
Jenis_KPM             CAMOSObligorExposure    0.028271
PurposeOfFinancingID  SupplierId              0.028271
SupplierId            PurposeOfFinancingID    0.028271
FlagMerkPopular       Jenis_KPM               0.028280
Jenis_KPM             FlagMerkPopular         0.028280
FlagMerkPopular       SupplierName            0.028420
SupplierName          FlagMerkPopular         0.028420
FirstInstallment      FlagMerkPopular         0.028474
FlagMerkPopular       FirstInstallment        0.028474
flagbad               HomeCompanyStatus       0.028611
HomeCompanyStatus     flagbad                 0.028611
Pekerjaan             ResidenceCompanyCity    0.028944
ResidenceCompanyCity  Pekerjaan               0.028944
jmltunggakanpokok     FlagNegCust             0.028987
FlagNegCust           jmltunggakanpokok       0.028987
applicationsource     MadeIn                  0.029028
MadeIn                applicationsource       0.029028
Pendidikan            FlagMerkPopular         0.029080
FlagMerkPopular       Pendidikan              0.029080
Jenis_KPM             flagImpact              0.029160
flagImpact            Jenis_KPM               0.029160
flagImpactHL          Jenis_KPM               0.029160
Jenis_KPM             flagImpactHL            0.029160
flagbad               PersonalType            0.029225
PersonalType          flagbad                 0.029225
Pendidikan            Autoapprovalresult      0.029250
Autoapprovalresult    Pendidikan              0.029250
AssetCategory         Wayofpayment            0.029260
Wayofpayment          AssetCategory           0.029260
                      AssetCategoryId         0.029284
AssetCategoryId       Wayofpayment            0.029284
Bidang_usaha          isoveride               0.029344
isoveride             Bidang_usaha            0.029344
flagImpact            isKPM                   0.029382
isKPM                 flagImpact              0.029382
flagImpactHL          isKPM                   0.029382
isKPM                 flagImpactHL            0.029382
Pendapatan            isKPM                   0.029422
isKPM                 Pendapatan              0.029422
Gender                CAMOSObligorExposure    0.029577
CAMOSObligorExposure  Gender                  0.029577
CreditScoringResult   Pendidikan              0.029609
Pendidikan            CreditScoringResult     0.029609
AssetCategoryId       applicationsource       0.029858
applicationsource     AssetCategoryId         0.029858
                      AssetCategory           0.029865
AssetCategory         applicationsource       0.029865
ProductType           SupplierId              0.030069
SupplierId            ProductType             0.030069
jmltunggakanpokok     NTFIDR                  0.030255
NTFIDR                jmltunggakanpokok       0.030255
isoveride             Pendapatan              0.030272
Pendapatan            isoveride               0.030272
Bidang_usaha          FlagMerkPopular         0.030367
FlagMerkPopular       Bidang_usaha            0.030367
flagImpact            DPPercentage            0.030396
DPPercentage          flagImpact              0.030396
                      flagImpactHL            0.030396
flagImpactHL          DPPercentage            0.030396
Creditscore           Jenis_KPM               0.030414
Jenis_KPM             Creditscore             0.030414
flagImpactHL          PersonalType            0.030417
PersonalType          flagImpactHL            0.030417
flagImpact            PersonalType            0.030417
PersonalType          flagImpact              0.030417
PurposeOfFinancingID  Autoapprovalresult      0.030482
Autoapprovalresult    PurposeOfFinancingID    0.030482
SupplierName          NTFIDR                  0.030559
NTFIDR                SupplierName            0.030559
ResidenceCompanyCity  isoveride               0.030850
isoveride             ResidenceCompanyCity    0.030850
MadeIn                PersonalType            0.031063
PersonalType          MadeIn                  0.031063
GroupProductId        AutoApprovalFailed      0.031070
AutoApprovalFailed    GroupProductId          0.031070
HomeCompanyStatus     applicationsource       0.031155
applicationsource     HomeCompanyStatus       0.031155
isoveride             Pendidikan              0.031215
Pendidikan            isoveride               0.031215
Autoapprovalresult    Pekerjaan               0.031297
Pekerjaan             Autoapprovalresult      0.031297
PurposeOfFinancingID  numofassetunit          0.031455
numofassetunit        PurposeOfFinancingID    0.031455
AssetUsage            CAMOSObligorExposure    0.031465
CAMOSObligorExposure  AssetUsage              0.031465
MainCoverage          flagbad                 0.031471
flagbad               MainCoverage            0.031471
Gender                flagImpactHL            0.031512
flagImpactHL          Gender                  0.031512
flagImpact            Gender                  0.031512
Gender                flagImpact              0.031512
AssetUsage            Gender                  0.031596
Gender                AssetUsage              0.031596
PersonalType          isoveride               0.031702
isoveride             PersonalType            0.031702
SupplierId            DPPercentage            0.031898
DPPercentage          SupplierId              0.031898
CAMOSObligorExposure  Creditscore             0.031932
Creditscore           CAMOSObligorExposure    0.031932
isoveride             MadeIn                  0.032002
MadeIn                isoveride               0.032002
CreditScoringResult   SupplierName            0.032027
SupplierName          CreditScoringResult     0.032027
Pendapatan            AssetCategoryId         0.032032
AssetCategoryId       Pendapatan              0.032032
AssetCategory         Pendapatan              0.032038
Pendapatan            AssetCategory           0.032038
FirstInstallment      HomeCompanyStatus       0.032099
HomeCompanyStatus     FirstInstallment        0.032099
PurposeOfFinancingID  ProductType             0.032464
ProductType           PurposeOfFinancingID    0.032464
Creditscore           DPPercentage            0.032514
DPPercentage          Creditscore             0.032514
Gender                Creditscore             0.032553
Creditscore           Gender                  0.032553
applicationsource     SupplierName            0.032573
SupplierName          applicationsource       0.032573
Pekerjaan             CreditScoringResult     0.032621
CreditScoringResult   Pekerjaan               0.032621
Jenis_KPM             Pendapatan              0.032656
Pendapatan            Jenis_KPM               0.032656
flagImpactHL          ProductOffering         0.032663
ProductOffering       flagImpactHL            0.032663
flagImpact            ProductOffering         0.032663
ProductOffering       flagImpact              0.032663
DPPercentage          Bidang_usaha            0.032686
Bidang_usaha          DPPercentage            0.032686
InstallmentScheme     AssetUsage              0.032692
AssetUsage            InstallmentScheme       0.032692
Wayofpayment          ResidenceCompanyCity    0.032716
ResidenceCompanyCity  Wayofpayment            0.032716
InstallmentScheme     flagImpact              0.032786
flagImpact            InstallmentScheme       0.032786
InstallmentScheme     flagImpactHL            0.032786
flagImpactHL          InstallmentScheme       0.032786
SupplierName          flagbad                 0.033089
flagbad               SupplierName            0.033089
Pendapatan            PurposeOfFinancingID    0.033104
PurposeOfFinancingID  Pendapatan              0.033104
DPPercentage          AssetCategoryId         0.033229
AssetCategoryId       DPPercentage            0.033229
AssetCategory         DPPercentage            0.033256
DPPercentage          AssetCategory           0.033256
PurposeOfFinancingID  Pendidikan              0.033267
Pendidikan            PurposeOfFinancingID    0.033267
ProductOffering       Pendapatan              0.033488
Pendapatan            ProductOffering         0.033488
FlagMerkPopular       InstallmentScheme       0.033613
InstallmentScheme     FlagMerkPopular         0.033613
CAMOSObligorExposure  SupplierName            0.033980
SupplierName          CAMOSObligorExposure    0.033980
GroupProductId        MainCoverage            0.034062
MainCoverage          GroupProductId          0.034062
HomeCompanyStatus     AssetCategoryId         0.034162
AssetCategoryId       HomeCompanyStatus       0.034162
HomeCompanyStatus     AssetCategory           0.034170
AssetCategory         HomeCompanyStatus       0.034170
SupplierName          Autoapprovalresult      0.034216
Autoapprovalresult    SupplierName            0.034216
isKPM                 Creditscore             0.034341
Creditscore           isKPM                   0.034341
FirstInstallment      CompanyCity             0.034419
CompanyCity           FirstInstallment        0.034419
IsSyariah             Wayofpayment            0.034469
Wayofpayment          IsSyariah               0.034469
MaritalStatus         Pekerjaan               0.034663
Pekerjaan             MaritalStatus           0.034663
FlagMerkPopular       FlagNegCust             0.034706
FlagNegCust           FlagMerkPopular         0.034706
Gender                Pendapatan              0.035059
Pendapatan            Gender                  0.035059
isoveride             Pekerjaan               0.035092
Pekerjaan             isoveride               0.035092
PurposeOfFinancingID  MadeIn                  0.035388
MadeIn                PurposeOfFinancingID    0.035388
FlagRO                ProductOffering         0.035410
ProductOffering       FlagRO                  0.035410
Wayofpayment          MadeIn                  0.035611
MadeIn                Wayofpayment            0.035611
GroupProductId        SupplierId              0.035761
SupplierId            GroupProductId          0.035761
HomeCompanyStatus     SektorEkonomi           0.035997
SektorEkonomi         HomeCompanyStatus       0.035997
AssetUsage            SupplierName            0.036041
SupplierName          AssetUsage              0.036041
NTFIDR                PurposeOfFinancingID    0.036179
PurposeOfFinancingID  NTFIDR                  0.036179
flagbad               Pendidikan              0.036205
Pendidikan            flagbad                 0.036205
FirstInstallment      SupplierId              0.036448
SupplierId            FirstInstallment        0.036448
CAMOSObligorExposure  jmltunggakanpokok       0.036453
jmltunggakanpokok     CAMOSObligorExposure    0.036453
PurposeOfFinancingID  SektorEkonomi           0.036482
SektorEkonomi         PurposeOfFinancingID    0.036482
MainCoverage          isoveride               0.036492
isoveride             MainCoverage            0.036492
SektorEkonomi         CAMOSObligorExposure    0.036496
CAMOSObligorExposure  SektorEkonomi           0.036496
                      FirstInstallment        0.036972
FirstInstallment      CAMOSObligorExposure    0.036972
NTFIDR                Bidang_usaha            0.037247
Bidang_usaha          NTFIDR                  0.037247
SektorEkonomi         FlagMerkPopular         0.037306
FlagMerkPopular       SektorEkonomi           0.037306
                      flagImpactHL            0.037524
flagImpactHL          FlagMerkPopular         0.037524
flagImpact            FlagMerkPopular         0.037524
FlagMerkPopular       flagImpact              0.037524
CompanyCity           Wayofpayment            0.037616
Wayofpayment          CompanyCity             0.037616
AutoApprovalFailed    Pekerjaan               0.037850
Pekerjaan             AutoApprovalFailed      0.037850
jenispinjaman         DPPercentage            0.037942
DPPercentage          jenispinjaman           0.037942
NTFIDR                ProductOffering         0.037977
ProductOffering       NTFIDR                  0.037977
PersonalType          UsedNew                 0.037981
UsedNew               PersonalType            0.037981
FirstInstallment      Bidang_usaha            0.038008
Bidang_usaha          FirstInstallment        0.038008
Pendidikan            FirstInstallment        0.038025
FirstInstallment      Pendidikan              0.038025
isoveride             SupplierName            0.038454
SupplierName          isoveride               0.038454
Bidang_usaha          ProductType             0.038554
ProductType           Bidang_usaha            0.038554
FlagNegCust           UsedNew                 0.038666
UsedNew               FlagNegCust             0.038666
CompanyCity           applicationsource       0.038732
applicationsource     CompanyCity             0.038732
IsSyariah             AutoApprovalFailed      0.038962
AutoApprovalFailed    IsSyariah               0.038962
isoveride             InstallmentScheme       0.039166
InstallmentScheme     isoveride               0.039166
ProductOffering       SupplierId              0.039279
SupplierId            ProductOffering         0.039279
SektorEkonomi         jenispinjaman           0.039595
jenispinjaman         SektorEkonomi           0.039595
InstallmentScheme     AutoApprovalFailed      0.040015
AutoApprovalFailed    InstallmentScheme       0.040015
DPPercentage          AssetUsage              0.040039
AssetUsage            DPPercentage            0.040039
applicationsource     GroupProductId          0.040297
GroupProductId        applicationsource       0.040297
InstallmentScheme     ProductType             0.040319
ProductType           InstallmentScheme       0.040319
Pendidikan            DPPercentage            0.040410
DPPercentage          Pendidikan              0.040410
InstallmentScheme     SupplierName            0.040827
SupplierName          InstallmentScheme       0.040827
SektorEkonomi         Pendapatan              0.040848
Pendapatan            SektorEkonomi           0.040848
SupplierId            AssetUsage              0.040921
AssetUsage            SupplierId              0.040921
jenispinjaman         ResidenceCompanyCity    0.040962
ResidenceCompanyCity  jenispinjaman           0.040962
Jenis_KPM             PersonalType            0.041005
PersonalType          Jenis_KPM               0.041005
Jenis_KPM             SupplierId              0.041072
SupplierId            Jenis_KPM               0.041072
MainCoverage          CAMOSObligorExposure    0.041094
CAMOSObligorExposure  MainCoverage            0.041094
Autoapprovalresult    PersonalType            0.041153
PersonalType          Autoapprovalresult      0.041153
SupplierAssetStatus   SupplierId              0.041162
SupplierId            SupplierAssetStatus     0.041162
Bidang_usaha          applicationsource       0.041318
applicationsource     Bidang_usaha            0.041318
isKPM                 PersonalType            0.041556
PersonalType          isKPM                   0.041556
MainCoverage          AssetType               0.041860
AssetType             MainCoverage            0.041860
SupplierAssetStatus   FlagMerkPopular         0.041917
FlagMerkPopular       SupplierAssetStatus     0.041917
Pendapatan            FirstInstallment        0.041941
FirstInstallment      Pendapatan              0.041941
Gender                PersonalType            0.042048
PersonalType          Gender                  0.042048
GroupProductId        FirstInstallment        0.042084
FirstInstallment      GroupProductId          0.042084
CreditScoreSchemeID   UsedNew                 0.042247
UsedNew               CreditScoreSchemeID     0.042247
InstallmentScheme     PersonalType            0.042569
PersonalType          InstallmentScheme       0.042569
InstallmentScheme     FlagRO                  0.042740
FlagRO                InstallmentScheme       0.042740
PersonalType          CreditScoringResult     0.042765
CreditScoringResult   PersonalType            0.042765
NTFIDR                SupplierId              0.042781
SupplierId            NTFIDR                  0.042781
jenispinjaman         GroupProductId          0.042813
GroupProductId        jenispinjaman           0.042813
Pekerjaan             Creditscore             0.042924
Creditscore           Pekerjaan               0.042924
GroupProductId        Creditscore             0.043202
Creditscore           GroupProductId          0.043202
flagbad               SupplierId              0.043327
SupplierId            flagbad                 0.043327
Bidang_usaha          SektorEkonomi           0.043368
SektorEkonomi         Bidang_usaha            0.043368
flagbad               FlagMerkPopular         0.043524
FlagMerkPopular       flagbad                 0.043524
SupplierAssetStatus   PurposeOfFinancingID    0.043536
PurposeOfFinancingID  SupplierAssetStatus     0.043536
FlagRO                isKPM                   0.043859
isKPM                 FlagRO                  0.043859
Pendapatan            FlagNegCust             0.043973
FlagNegCust           Pendapatan              0.043973
Pekerjaan             ProductOffering         0.044072
ProductOffering       Pekerjaan               0.044072
SektorEkonomi         InstallmentScheme       0.044152
InstallmentScheme     SektorEkonomi           0.044152
Jenis_KPM             FlagRO                  0.044181
FlagRO                Jenis_KPM               0.044181
MainCoverage          SupplierId              0.044498
SupplierId            MainCoverage            0.044498
FirstInstallment      IsSyariah               0.044529
IsSyariah             FirstInstallment        0.044529
SupplierId            isKPM                   0.044687
isKPM                 SupplierId              0.044687
flagbad               AutoApprovalFailed      0.044699
AutoApprovalFailed    flagbad                 0.044699
Pekerjaan             flagbad                 0.044876
flagbad               Pekerjaan               0.044876
Wayofpayment          FirstInstallment        0.045017
FirstInstallment      Wayofpayment            0.045017
MaritalStatus         FlagRO                  0.045142
FlagRO                MaritalStatus           0.045142
ResidenceCompanyCity  FirstInstallment        0.045208
FirstInstallment      ResidenceCompanyCity    0.045208
MainCoverage          Pendapatan              0.045232
Pendapatan            MainCoverage            0.045232
MaritalStatus         flagImpact              0.045739
flagImpact            MaritalStatus           0.045739
flagImpactHL          MaritalStatus           0.045739
MaritalStatus         flagImpactHL            0.045739
IsSyariah             jenispinjaman           0.045864
jenispinjaman         IsSyariah               0.045864
isoveride             FlagMerkPopular         0.046021
FlagMerkPopular       isoveride               0.046021
CompanyCity           PersonalType            0.046386
PersonalType          CompanyCity             0.046386
FlagRO                SupplierName            0.046400
SupplierName          FlagRO                  0.046400
flagImpact            UsedNew                 0.046569
UsedNew               flagImpact              0.046569
flagImpactHL          UsedNew                 0.046569
UsedNew               flagImpactHL            0.046569
ProductOffering       PersonalType            0.046648
PersonalType          ProductOffering         0.046648
Pendapatan            AutoApprovalFailed      0.046673
AutoApprovalFailed    Pendapatan              0.046673
Jenis_KPM             isoveride               0.046758
isoveride             Jenis_KPM               0.046758
ProductOffering       CAMOSObligorExposure    0.046798
CAMOSObligorExposure  ProductOffering         0.046798
Wayofpayment          isoveride               0.046828
isoveride             Wayofpayment            0.046828
FlagMerkPopular       Gender                  0.047045
Gender                FlagMerkPopular         0.047045
jenispinjaman         InstallmentScheme       0.047287
InstallmentScheme     jenispinjaman           0.047287
ResidenceCompanyCity  applicationsource       0.047561
applicationsource     ResidenceCompanyCity    0.047561
Bidang_usaha          Gender                  0.048037
Gender                Bidang_usaha            0.048037
ProductType           SupplierAssetStatus     0.048253
SupplierAssetStatus   ProductType             0.048253
jenispinjaman         CompanyCity             0.048377
CompanyCity           jenispinjaman           0.048377
isoveride             CAMOSObligorExposure    0.048663
CAMOSObligorExposure  isoveride               0.048663
Jenis_KPM             MainCoverage            0.048782
MainCoverage          Jenis_KPM               0.048782
Pekerjaan             FirstInstallment        0.049053
FirstInstallment      Pekerjaan               0.049053
applicationsource     AutoApprovalFailed      0.049125
AutoApprovalFailed    applicationsource       0.049125
                      SupplierName            0.049813
SupplierName          AutoApprovalFailed      0.049813
isKPM                 isoveride               0.049836
isoveride             isKPM                   0.049836
GroupProductId        Autoapprovalresult      0.050045
Autoapprovalresult    GroupProductId          0.050045
FirstInstallment      jenispinjaman           0.050599
jenispinjaman         FirstInstallment        0.050599
CompanyCity           Pekerjaan               0.050602
Pekerjaan             CompanyCity             0.050602
Bidang_usaha          CreditScoreSchemeID     0.050646
CreditScoreSchemeID   Bidang_usaha            0.050646
SektorEkonomi         SupplierId              0.051365
SupplierId            SektorEkonomi           0.051365
PurposeOfFinancingID  CreditScoreSchemeID     0.051554
CreditScoreSchemeID   PurposeOfFinancingID    0.051554
jenispinjaman         MadeIn                  0.051614
MadeIn                jenispinjaman           0.051614
InstallmentScheme     Wayofpayment            0.051843
Wayofpayment          InstallmentScheme       0.051843
MadeIn                Pendapatan              0.051936
Pendapatan            MadeIn                  0.051936
                      UsedNew                 0.052064
UsedNew               Pendapatan              0.052064
FirstInstallment      applicationsource       0.052240
applicationsource     FirstInstallment        0.052240
Creditscore           PurposeOfFinancingID    0.052560
PurposeOfFinancingID  Creditscore             0.052560
SupplierId            Autoapprovalresult      0.052817
Autoapprovalresult    SupplierId              0.052817
FirstInstallment      isoveride               0.052867
isoveride             FirstInstallment        0.052867
MainCoverage          IsSyariah               0.053019
IsSyariah             MainCoverage            0.053019
AssetUsage            NTFIDR                  0.053195
NTFIDR                AssetUsage              0.053195
CreditScoringResult   GroupProductId          0.053230
GroupProductId        CreditScoringResult     0.053230
FlagRO                MadeIn                  0.053551
MadeIn                FlagRO                  0.053551
MainCoverage          isKPM                   0.053987
isKPM                 MainCoverage            0.053987
Pekerjaan             SektorEkonomi           0.054433
SektorEkonomi         Pekerjaan               0.054433
GroupProductId        SektorEkonomi           0.054792
SektorEkonomi         GroupProductId          0.054792
Pekerjaan             AssetCategory           0.055354
AssetCategory         Pekerjaan               0.055354
AssetCategoryId       Pekerjaan               0.055409
Pekerjaan             AssetCategoryId         0.055409
SektorEkonomi         IsSyariah               0.055452
IsSyariah             SektorEkonomi           0.055452
MainCoverage          AssetUsage              0.055487
AssetUsage            MainCoverage            0.055487
ProductType           AssetUsage              0.055513
AssetUsage            ProductType             0.055513
jenispinjaman         MaritalStatus           0.055780
MaritalStatus         jenispinjaman           0.055780
PersonalType          SupplierId              0.055895
SupplierId            PersonalType            0.055895
Creditscore           Wayofpayment            0.056068
Wayofpayment          Creditscore             0.056068
CreditScoringResult   flagbad                 0.056378
flagbad               CreditScoringResult     0.056378
Pendidikan            Gender                  0.056466
Gender                Pendidikan              0.056466
UsedNew               MadeIn                  0.056721
MadeIn                UsedNew                 0.056721
SupplierId            CreditScoringResult     0.056823
CreditScoringResult   SupplierId              0.056823
CreditScoreSchemeID   FlagRO                  0.057338
FlagRO                CreditScoreSchemeID     0.057338
MadeIn                SupplierName            0.057419
SupplierName          MadeIn                  0.057419
PurposeOfFinancingID  FlagRO                  0.057518
FlagRO                PurposeOfFinancingID    0.057518
Gender                Pekerjaan               0.057602
Pekerjaan             Gender                  0.057602
Autoapprovalresult    flagbad                 0.057669
flagbad               Autoapprovalresult      0.057669
IsSyariah             Autoapprovalresult      0.058015
Autoapprovalresult    IsSyariah               0.058015
UsedNew               AutoApprovalFailed      0.058478
AutoApprovalFailed    UsedNew                 0.058478
IsSyariah             Creditscore             0.058625
Creditscore           IsSyariah               0.058625
CAMOSObligorExposure  PurposeOfFinancingID    0.059242
PurposeOfFinancingID  CAMOSObligorExposure    0.059242
Creditscore           PersonalType            0.059337
PersonalType          Creditscore             0.059337
IsSyariah             CreditScoringResult     0.059482
CreditScoringResult   IsSyariah               0.059482
NTFIDR                Gender                  0.059647
Gender                NTFIDR                  0.059647
HomeCompanyStatus     Gender                  0.059887
Gender                HomeCompanyStatus       0.059887
                      FlagRO                  0.060195
FlagRO                Gender                  0.060195
Wayofpayment          SektorEkonomi           0.060452
SektorEkonomi         Wayofpayment            0.060452
jenispinjaman         HomeCompanyStatus       0.060693
HomeCompanyStatus     jenispinjaman           0.060693
IsSyariah             CreditScoreSchemeID     0.060970
CreditScoreSchemeID   IsSyariah               0.060970
HomeCompanyStatus     NTFIDR                  0.061413
NTFIDR                HomeCompanyStatus       0.061413
Pekerjaan             CAMOSObligorExposure    0.061422
CAMOSObligorExposure  Pekerjaan               0.061422
ProductType           FlagRO                  0.061661
FlagRO                ProductType             0.061661
UsedNew               FirstInstallment        0.061677
FirstInstallment      UsedNew                 0.061677
CAMOSObligorExposure  Autoapprovalresult      0.061736
Autoapprovalresult    CAMOSObligorExposure    0.061736
AssetUsage            CreditScoringResult     0.061755
CreditScoringResult   AssetUsage              0.061755
FirstInstallment      MadeIn                  0.062105
MadeIn                FirstInstallment        0.062105
ProductOffering       Jenis_KPM               0.062610
Jenis_KPM             ProductOffering         0.062610
MadeIn                CAMOSObligorExposure    0.062651
CAMOSObligorExposure  MadeIn                  0.062651
Pendapatan            SupplierAssetStatus     0.063161
SupplierAssetStatus   Pendapatan              0.063161
                      SupplierName            0.063775
SupplierName          SupplierAssetStatus     0.063775
InstallmentScheme     AssetCategoryId         0.063775
AssetCategoryId       InstallmentScheme       0.063775
AssetCategory         InstallmentScheme       0.063779
InstallmentScheme     AssetCategory           0.063779
CAMOSObligorExposure  flagImpact              0.064282
flagImpact            CAMOSObligorExposure    0.064282
CAMOSObligorExposure  flagImpactHL            0.064282
flagImpactHL          CAMOSObligorExposure    0.064282
NTFIDR                FlagNegCust             0.064651
FlagNegCust           NTFIDR                  0.064651
MainCoverage          Pekerjaan               0.065033
Pekerjaan             MainCoverage            0.065033
SupplierName          SupplierId              0.065059
SupplierId            SupplierName            0.065059
AssetCategory         MadeIn                  0.065258
MadeIn                AssetCategory           0.065258
AssetCategoryId       MadeIn                  0.065259
MadeIn                AssetCategoryId         0.065259
Wayofpayment          SupplierId              0.065458
SupplierId            Wayofpayment            0.065458
AssetUsage            Autoapprovalresult      0.065637
Autoapprovalresult    AssetUsage              0.065637
flagbad               AssetUsage              0.065892
AssetUsage            flagbad                 0.065892
FlagRO                HomeCompanyStatus       0.065924
HomeCompanyStatus     FlagRO                  0.065924
CAMOSObligorExposure  CreditScoringResult     0.066247
CreditScoringResult   CAMOSObligorExposure    0.066247
HomeCompanyStatus     flagImpact              0.066376
flagImpact            HomeCompanyStatus       0.066376
HomeCompanyStatus     flagImpactHL            0.066376
flagImpactHL          HomeCompanyStatus       0.066376
NTFIDR                jenispinjaman           0.066528
jenispinjaman         NTFIDR                  0.066528
UsedNew               SektorEkonomi           0.066805
SektorEkonomi         UsedNew                 0.066805
IsSyariah             ProductOffering         0.068112
ProductOffering       IsSyariah               0.068112
Jenis_KPM             ProductType             0.068537
ProductType           Jenis_KPM               0.068537
ProductOffering       isKPM                   0.069843
isKPM                 ProductOffering         0.069843
flagbad               isoveride               0.070115
isoveride             flagbad                 0.070115
InstallmentScheme     CreditScoringResult     0.070381
CreditScoringResult   InstallmentScheme       0.070381
SupplierAssetStatus   ProductOffering         0.071044
ProductOffering       SupplierAssetStatus     0.071044
PurposeOfFinancingID  Pekerjaan               0.071209
Pekerjaan             PurposeOfFinancingID    0.071209
CreditScoreSchemeID   AssetUsage              0.071425
AssetUsage            CreditScoreSchemeID     0.071425
AssetCategoryId       MainCoverage            0.071501
MainCoverage          AssetCategoryId         0.071501
                      AssetCategory           0.071510
AssetCategory         MainCoverage            0.071510
InstallmentScheme     Autoapprovalresult      0.071574
Autoapprovalresult    InstallmentScheme       0.071574
flagImpact            SektorEkonomi           0.072844
SektorEkonomi         flagImpact              0.072844
                      flagImpactHL            0.072844
flagImpactHL          SektorEkonomi           0.072844
AssetUsage            Pendidikan              0.073126
Pendidikan            AssetUsage              0.073126
SektorEkonomi         PersonalType            0.073877
PersonalType          SektorEkonomi           0.073877
SupplierId            UsedNew                 0.074374
UsedNew               SupplierId              0.074374
MainCoverage          applicationsource       0.074543
applicationsource     MainCoverage            0.074543
flagImpact            FirstInstallment        0.075033
FirstInstallment      flagImpact              0.075033
                      flagImpactHL            0.075033
flagImpactHL          FirstInstallment        0.075033
CreditScoringResult   applicationsource       0.075703
applicationsource     CreditScoringResult     0.075703
SektorEkonomi         MainCoverage            0.076035
MainCoverage          SektorEkonomi           0.076035
MadeIn                SektorEkonomi           0.076179
SektorEkonomi         MadeIn                  0.076179
isKPM                 ProductType             0.076268
ProductType           isKPM                   0.076268
SupplierId            Pendidikan              0.076646
Pendidikan            SupplierId              0.076646
CreditScoreSchemeID   SupplierName            0.076664
SupplierName          CreditScoreSchemeID     0.076664
jenispinjaman         applicationsource       0.076706
applicationsource     jenispinjaman           0.076706
NTFIDR                Creditscore             0.077936
Creditscore           NTFIDR                  0.077936
PersonalType          CAMOSObligorExposure    0.078339
CAMOSObligorExposure  PersonalType            0.078339
HomeCompanyStatus     PersonalType            0.078526
PersonalType          HomeCompanyStatus       0.078526
PurposeOfFinancingID  PersonalType            0.078920
PersonalType          PurposeOfFinancingID    0.078920
applicationsource     ProductType             0.079238
ProductType           applicationsource       0.079238
FlagNegCust           CAMOSObligorExposure    0.079917
CAMOSObligorExposure  FlagNegCust             0.079917
MainCoverage          AutoApprovalFailed      0.080119
AutoApprovalFailed    MainCoverage            0.080119
DPPercentage          ProductType             0.080604
ProductType           DPPercentage            0.080604
Wayofpayment          DPPercentage            0.080699
DPPercentage          Wayofpayment            0.080699
SupplierId            Pekerjaan               0.080753
Pekerjaan             SupplierId              0.080753
Creditscore           SupplierName            0.080918
SupplierName          Creditscore             0.080918
                      ProductType             0.081246
ProductType           SupplierName            0.081246
FirstInstallment      PersonalType            0.081925
PersonalType          FirstInstallment        0.081925
MainCoverage          NTFIDR                  0.082067
NTFIDR                MainCoverage            0.082067
Creditscore           FlagRO                  0.082133
FlagRO                Creditscore             0.082133
FlagMerkPopular       AutoApprovalFailed      0.082193
AutoApprovalFailed    FlagMerkPopular         0.082193
PersonalType          AssetCategory           0.082517
AssetCategory         PersonalType            0.082517
PersonalType          AssetCategoryId         0.082531
AssetCategoryId       PersonalType            0.082531
isoveride             AssetCategory           0.082862
AssetCategory         isoveride               0.082862
AssetCategoryId       isoveride               0.082876
isoveride             AssetCategoryId         0.082876
CreditScoringResult   Wayofpayment            0.083304
Wayofpayment          CreditScoringResult     0.083304
Autoapprovalresult    applicationsource       0.083772
applicationsource     Autoapprovalresult      0.083772
SupplierName          FirstInstallment        0.085151
FirstInstallment      SupplierName            0.085151
MainCoverage          FlagMerkPopular         0.085311
FlagMerkPopular       MainCoverage            0.085311
AutoApprovalFailed    Wayofpayment            0.086569
Wayofpayment          AutoApprovalFailed      0.086569
                      Autoapprovalresult      0.086740
Autoapprovalresult    Wayofpayment            0.086740
MainCoverage          FlagRO                  0.086895
FlagRO                MainCoverage            0.086895
ProductOffering       GroupProductId          0.087426
GroupProductId        ProductOffering         0.087426
SektorEkonomi         AssetCategoryId         0.087590
AssetCategoryId       SektorEkonomi           0.087590
SektorEkonomi         AssetCategory           0.087623
AssetCategory         SektorEkonomi           0.087623
DPPercentage          SektorEkonomi           0.088068
SektorEkonomi         DPPercentage            0.088068
Pendapatan            FlagMerkPopular         0.088077
FlagMerkPopular       Pendapatan              0.088077
SektorEkonomi         flagbad                 0.089887
flagbad               SektorEkonomi           0.089887
FlagRO                Autoapprovalresult      0.090742
Autoapprovalresult    FlagRO                  0.090742
UsedNew               CAMOSObligorExposure    0.091378
CAMOSObligorExposure  UsedNew                 0.091378
ProductOffering       PurposeOfFinancingID    0.091558
PurposeOfFinancingID  ProductOffering         0.091558
MainCoverage          CreditScoringResult     0.091730
CreditScoringResult   MainCoverage            0.091730
InstallmentScheme     DPPercentage            0.092154
DPPercentage          InstallmentScheme       0.092154
HomeCompanyStatus     Pekerjaan               0.092176
Pekerjaan             HomeCompanyStatus       0.092176
SupplierAssetStatus   CAMOSObligorExposure    0.092293
CAMOSObligorExposure  SupplierAssetStatus     0.092293
FlagRO                SektorEkonomi           0.092885
SektorEkonomi         FlagRO                  0.092885
Creditscore           MadeIn                  0.092908
MadeIn                Creditscore             0.092908
CreditScoringResult   FlagRO                  0.093022
FlagRO                CreditScoringResult     0.093022
                      jenispinjaman           0.093289
jenispinjaman         FlagRO                  0.093289
Pekerjaan             FlagMerkPopular         0.094030
FlagMerkPopular       Pekerjaan               0.094030
NTFIDR                SektorEkonomi           0.095217
SektorEkonomi         NTFIDR                  0.095217
Bidang_usaha          Pendidikan              0.095715
Pendidikan            Bidang_usaha            0.095715
ProductOffering       isoveride               0.096187
isoveride             ProductOffering         0.096187
CreditScoreSchemeID   Jenis_KPM               0.096889
Jenis_KPM             CreditScoreSchemeID     0.096889
Autoapprovalresult    MainCoverage            0.096961
MainCoverage          Autoapprovalresult      0.096961
AssetUsage            Pekerjaan               0.097376
Pekerjaan             AssetUsage              0.097376
                      flagImpact              0.097468
flagImpact            Pekerjaan               0.097468
Pekerjaan             flagImpactHL            0.097468
flagImpactHL          Pekerjaan               0.097468
AssetUsage            isoveride               0.098159
isoveride             AssetUsage              0.098159
UsedNew               FlagMerkPopular         0.099019
FlagMerkPopular       UsedNew                 0.099019
AssetCategoryId       FlagRO                  0.099558
FlagRO                AssetCategoryId         0.099558
AssetCategory         FlagRO                  0.099594
FlagRO                AssetCategory           0.099594
PersonalType          AssetUsage              0.099618
AssetUsage            PersonalType            0.099618
flagImpactHL          Pendidikan              0.099668
Pendidikan            flagImpactHL            0.099668
                      flagImpact              0.099668
flagImpact            Pendidikan              0.099668
NTFIDR                UsedNew                 0.100385
UsedNew               NTFIDR                  0.100385
MadeIn                Autoapprovalresult      0.100454
Autoapprovalresult    MadeIn                  0.100454
Wayofpayment          jenispinjaman           0.100849
jenispinjaman         Wayofpayment            0.100849
AssetCategoryId       flagImpact              0.100861
flagImpact            AssetCategoryId         0.100861
flagImpactHL          AssetCategoryId         0.100861
AssetCategoryId       flagImpactHL            0.100861
AssetCategory         flagImpact              0.100865
flagImpact            AssetCategory           0.100865
AssetCategory         flagImpactHL            0.100865
flagImpactHL          AssetCategory           0.100865
SektorEkonomi         applicationsource       0.101161
applicationsource     SektorEkonomi           0.101161
jenispinjaman         MainCoverage            0.101747
MainCoverage          jenispinjaman           0.101747
AssetCategoryId       FirstInstallment        0.101803
FirstInstallment      AssetCategoryId         0.101803
                      AssetCategory           0.101809
AssetCategory         FirstInstallment        0.101809
CreditScoringResult   MadeIn                  0.102045
MadeIn                CreditScoringResult     0.102045
CAMOSObligorExposure  AutoApprovalFailed      0.102465
AutoApprovalFailed    CAMOSObligorExposure    0.102465
MainCoverage          Wayofpayment            0.103976
Wayofpayment          MainCoverage            0.103976
NTFIDR                Autoapprovalresult      0.104269
Autoapprovalresult    NTFIDR                  0.104269
PersonalType          MainCoverage            0.105525
MainCoverage          PersonalType            0.105525
CreditScoreSchemeID   isKPM                   0.106214
isKPM                 CreditScoreSchemeID     0.106214
NTFIDR                Pekerjaan               0.107874
Pekerjaan             NTFIDR                  0.107874
FlagRO                Pekerjaan               0.108060
Pekerjaan             FlagRO                  0.108060
NTFIDR                CreditScoringResult     0.108212
CreditScoringResult   NTFIDR                  0.108212
flagbad               DPPercentage            0.108940
DPPercentage          flagbad                 0.108940
isoveride             DPPercentage            0.109126
DPPercentage          isoveride               0.109126
FirstInstallment      FlagRO                  0.109201
FlagRO                FirstInstallment        0.109201
FlagMerkPopular       FlagRO                  0.109519
FlagRO                FlagMerkPopular         0.109519
CreditScoreSchemeID   applicationsource       0.110259
applicationsource     CreditScoreSchemeID     0.110259
AssetUsage            FirstInstallment        0.110882
FirstInstallment      AssetUsage              0.110882
MadeIn                AutoApprovalFailed      0.112188
AutoApprovalFailed    MadeIn                  0.112188
Wayofpayment          GroupProductId          0.112266
GroupProductId        Wayofpayment            0.112266
Pendapatan            Pekerjaan               0.112335
Pekerjaan             Pendapatan              0.112335
MadeIn                FlagMerkPopular         0.114959
FlagMerkPopular       MadeIn                  0.114959
jenispinjaman         AssetCategory           0.115379
AssetCategory         jenispinjaman           0.115379
jenispinjaman         AssetCategoryId         0.115381
AssetCategoryId       jenispinjaman           0.115381
ResidenceCompanyCity  SupplierId              0.115694
SupplierId            ResidenceCompanyCity    0.115694
Gender                MaritalStatus           0.116065
MaritalStatus         Gender                  0.116065
ProductOffering       jenispinjaman           0.116262
jenispinjaman         ProductOffering         0.116262
MainCoverage          flagImpactHL            0.116396
flagImpactHL          MainCoverage            0.116396
MainCoverage          flagImpact              0.116396
flagImpact            MainCoverage            0.116396
AutoApprovalFailed    SektorEkonomi           0.116434
SektorEkonomi         AutoApprovalFailed      0.116434
FlagRO                FlagNegCust             0.117336
FlagNegCust           FlagRO                  0.117336
DPPercentage          FirstInstallment        0.118582
FirstInstallment      DPPercentage            0.118582
FlagMerkPopular       PersonalType            0.120027
PersonalType          FlagMerkPopular         0.120027
AssetCategoryId       AutoApprovalFailed      0.121826
AutoApprovalFailed    AssetCategoryId         0.121826
                      AssetCategory           0.121835
AssetCategory         AutoApprovalFailed      0.121835
FirstInstallment      Creditscore             0.122179
Creditscore           FirstInstallment        0.122179
AutoApprovalFailed    ProductOffering         0.122346
ProductOffering       AutoApprovalFailed      0.122346
SupplierId            jenispinjaman           0.122407
jenispinjaman         SupplierId              0.122407
isoveride             jenispinjaman           0.123158
jenispinjaman         isoveride               0.123158
CreditScoreSchemeID   DPPercentage            0.123352
DPPercentage          CreditScoreSchemeID     0.123352
Pendapatan            FlagRO                  0.123430
FlagRO                Pendapatan              0.123430
CAMOSObligorExposure  FlagMerkPopular         0.124130
FlagMerkPopular       CAMOSObligorExposure    0.124130
AssetCategoryId       Autoapprovalresult      0.124279
Autoapprovalresult    AssetCategoryId         0.124279
                      AssetCategory           0.124305
AssetCategory         Autoapprovalresult      0.124305
FirstInstallment      NTFIDR                  0.124891
NTFIDR                FirstInstallment        0.124891
AssetCategoryId       CreditScoringResult     0.125752
CreditScoringResult   AssetCategoryId         0.125752
                      AssetCategory           0.125780
AssetCategory         CreditScoringResult     0.125780
PersonalType          Pendapatan              0.126745
Pendapatan            PersonalType            0.126745
Creditscore           SektorEkonomi           0.126952
SektorEkonomi         Creditscore             0.126952
ProductType           Wayofpayment            0.127221
Wayofpayment          ProductType             0.127221
isoveride             AutoApprovalFailed      0.127416
AutoApprovalFailed    isoveride               0.127416
                      FlagRO                  0.128707
FlagRO                AutoApprovalFailed      0.128707
AutoApprovalFailed    DPPercentage            0.129591
DPPercentage          AutoApprovalFailed      0.129591
ProductOffering       InstallmentScheme       0.129911
InstallmentScheme     ProductOffering         0.129911
ProductOffering       AssetUsage              0.130704
AssetUsage            ProductOffering         0.130704
flagImpact            FlagRO                  0.131083
FlagRO                flagImpact              0.131083
flagImpactHL          FlagRO                  0.131083
FlagRO                flagImpactHL            0.131083
ProductType           MadeIn                  0.132055
MadeIn                ProductType             0.132055
flagImpact            NTFIDR                  0.132664
NTFIDR                flagImpact              0.132664
flagImpactHL          NTFIDR                  0.132664
NTFIDR                flagImpactHL            0.132664
flagImpact            Bidang_usaha            0.133882
Bidang_usaha          flagImpact              0.133882
flagImpactHL          Bidang_usaha            0.133882
Bidang_usaha          flagImpactHL            0.133882
CompanyCity           SupplierId              0.134868
SupplierId            CompanyCity             0.134868
FirstInstallment      CreditScoringResult     0.135179
CreditScoringResult   FirstInstallment        0.135179
NTFIDR                DPPercentage            0.137529
DPPercentage          NTFIDR                  0.137529
                      MainCoverage            0.138457
MainCoverage          DPPercentage            0.138457
NTFIDR                SupplierAssetStatus     0.139433
SupplierAssetStatus   NTFIDR                  0.139433
ProductOffering       FlagMerkPopular         0.142770
FlagMerkPopular       ProductOffering         0.142770
CreditScoreSchemeID   Wayofpayment            0.142789
Wayofpayment          CreditScoreSchemeID     0.142789
FirstInstallment      AutoApprovalFailed      0.144325
AutoApprovalFailed    FirstInstallment        0.144325
MadeIn                CreditScoreSchemeID     0.145202
CreditScoreSchemeID   MadeIn                  0.145202
ProductType           NTFIDR                  0.145274
NTFIDR                ProductType             0.145274
FirstInstallment      Autoapprovalresult      0.145355
Autoapprovalresult    FirstInstallment        0.145355
SupplierName          UsedNew                 0.147260
UsedNew               SupplierName            0.147260
PersonalType          NTFIDR                  0.149458
NTFIDR                PersonalType            0.149458
ProductOffering       CreditScoringResult     0.151020
CreditScoringResult   ProductOffering         0.151020
InstallmentScheme     flagbad                 0.155136
flagbad               InstallmentScheme       0.155136
UsedNew               FlagRO                  0.156781
FlagRO                UsedNew                 0.156781
ProductOffering       SektorEkonomi           0.158346
SektorEkonomi         ProductOffering         0.158346
Bidang_usaha          Pekerjaan               0.159112
Pekerjaan             Bidang_usaha            0.159112
ProductOffering       Autoapprovalresult      0.159197
Autoapprovalresult    ProductOffering         0.159197
NTFIDR                CreditScoreSchemeID     0.161808
CreditScoreSchemeID   NTFIDR                  0.161808
PersonalType          FlagRO                  0.161982
FlagRO                PersonalType            0.161982
flagbad               FirstInstallment        0.164068
FirstInstallment      flagbad                 0.164068
PersonalType          Bidang_usaha            0.171911
Bidang_usaha          PersonalType            0.171911
ProductType           MainCoverage            0.172733
MainCoverage          ProductType             0.172733
Creditscore           AssetCategoryId         0.177406
AssetCategoryId       Creditscore             0.177406
Creditscore           AssetCategory           0.177429
AssetCategory         Creditscore             0.177429
Autoapprovalresult    SektorEkonomi           0.179706
SektorEkonomi         Autoapprovalresult      0.179706
FlagRO                NTFIDR                  0.181048
NTFIDR                FlagRO                  0.181048
isoveride             SektorEkonomi           0.181146
SektorEkonomi         isoveride               0.181146
NTFIDR                AutoApprovalFailed      0.187993
AutoApprovalFailed    NTFIDR                  0.187993
applicationsource     Jenis_KPM               0.190719
Jenis_KPM             applicationsource       0.190719
InstallmentScheme     Creditscore             0.192975
Creditscore           InstallmentScheme       0.192975
CreditScoringResult   SektorEkonomi           0.195873
SektorEkonomi         CreditScoringResult     0.195873
CreditScoreSchemeID   AssetCategoryId         0.196231
AssetCategoryId       CreditScoreSchemeID     0.196231
CreditScoreSchemeID   AssetCategory           0.196250
AssetCategory         CreditScoreSchemeID     0.196250
ProductType           ProductOffering         0.196457
ProductOffering       ProductType             0.196457
CreditScoreSchemeID   ProductOffering         0.200358
ProductOffering       CreditScoreSchemeID     0.200358
FlagNegCust           flagbad                 0.202116
flagbad               FlagNegCust             0.202116
MadeIn                NTFIDR                  0.202633
NTFIDR                MadeIn                  0.202633
applicationsource     isKPM                   0.204416
isKPM                 applicationsource       0.204416
ProductType           AssetCategoryId         0.206873
AssetCategoryId       ProductType             0.206873
AssetCategory         ProductType             0.206881
ProductType           AssetCategory           0.206881
MainCoverage          CreditScoreSchemeID     0.207786
CreditScoreSchemeID   MainCoverage            0.207786
NTFIDR                AssetCategoryId         0.208695
AssetCategoryId       NTFIDR                  0.208695
NTFIDR                AssetCategory           0.208697
AssetCategory         NTFIDR                  0.208697
InstallmentScheme     FirstInstallment        0.210414
FirstInstallment      InstallmentScheme       0.210414
CreditScoringResult   ProductType             0.216843
ProductType           CreditScoringResult     0.216843
CreditScoreSchemeID   CreditScoringResult     0.222378
CreditScoringResult   CreditScoreSchemeID     0.222378
MaritalStatus         HomeCompanyStatus       0.223508
HomeCompanyStatus     MaritalStatus           0.223508
ProductOffering       FirstInstallment        0.230703
FirstInstallment      ProductOffering         0.230703
jenispinjaman         AutoApprovalFailed      0.231886
AutoApprovalFailed    jenispinjaman           0.231886
Wayofpayment          Jenis_KPM               0.232560
Jenis_KPM             Wayofpayment            0.232560
Pendapatan            NTFIDR                  0.234140
NTFIDR                Pendapatan              0.234140
FirstInstallment      ProductType             0.240373
ProductType           FirstInstallment        0.240373
FirstInstallment      SektorEkonomi           0.240630
SektorEkonomi         FirstInstallment        0.240630
Pendapatan            CAMOSObligorExposure    0.240766
CAMOSObligorExposure  Pendapatan              0.240766
ProductType           Autoapprovalresult      0.246849
Autoapprovalresult    ProductType             0.246849
Wayofpayment          isKPM                   0.255506
isKPM                 Wayofpayment            0.255506
AutoApprovalFailed    ProductType             0.258335
ProductType           AutoApprovalFailed      0.258335
CreditScoreSchemeID   Autoapprovalresult      0.260416
Autoapprovalresult    CreditScoreSchemeID     0.260416
CreditScoreSchemeID   jenispinjaman           0.264626
jenispinjaman         CreditScoreSchemeID     0.264626
PersonalType          Pendidikan              0.265181
Pendidikan            PersonalType            0.265181
CreditScoreSchemeID   AutoApprovalFailed      0.271226
AutoApprovalFailed    CreditScoreSchemeID     0.271226
NTFIDR                FlagMerkPopular         0.273718
FlagMerkPopular       NTFIDR                  0.273718
Pekerjaan             Pendidikan              0.276380
Pendidikan            Pekerjaan               0.276380
FlagRO                CAMOSObligorExposure    0.276793
CAMOSObligorExposure  FlagRO                  0.276793
Jenis_KPM             GroupProductId          0.284712
GroupProductId        Jenis_KPM               0.284712
UsedNew               ProductOffering         0.287559
ProductOffering       UsedNew                 0.287559
NTFIDR                CAMOSObligorExposure    0.292382
CAMOSObligorExposure  NTFIDR                  0.292382
CreditScoreSchemeID   FirstInstallment        0.292504
FirstInstallment      CreditScoreSchemeID     0.292504
ProductType           jenispinjaman           0.292886
jenispinjaman         ProductType             0.292886
                      Autoapprovalresult      0.295710
Autoapprovalresult    jenispinjaman           0.295710
CreditScoringResult   jenispinjaman           0.301541
jenispinjaman         CreditScoringResult     0.301541
MainCoverage          InstallmentScheme       0.307349
InstallmentScheme     MainCoverage            0.307349
GroupProductId        isKPM                   0.317594
isKPM                 GroupProductId          0.317594
SupplierAssetStatus   UsedNew                 0.317658
UsedNew               SupplierAssetStatus     0.317658
isoveride             Creditscore             0.320186
Creditscore           isoveride               0.320186
CreditScoreSchemeID   isoveride               0.341083
isoveride             CreditScoreSchemeID     0.341083
Creditscore           ProductOffering         0.344005
ProductOffering       Creditscore             0.344005
isoveride             Autoapprovalresult      0.350885
Autoapprovalresult    isoveride               0.350885
GroupProductId        ProductType             0.355833
ProductType           GroupProductId          0.355833
isoveride             ProductType             0.390093
ProductType           isoveride               0.390093
jenispinjaman         Creditscore             0.394528
Creditscore           jenispinjaman           0.394528
ProductType           IsSyariah               0.407554
IsSyariah             ProductType             0.407554
isoveride             CreditScoringResult     0.425323
CreditScoringResult   isoveride               0.425323
CreditScoreSchemeID   Creditscore             0.463403
Creditscore           CreditScoreSchemeID     0.463403
FlagMerkPopular       PurposeOfFinancingID    0.469964
PurposeOfFinancingID  FlagMerkPopular         0.469964
AutoApprovalFailed    Creditscore             0.489702
Creditscore           AutoApprovalFailed      0.489702
ProductType           Creditscore             0.517790
Creditscore           ProductType             0.517790
PurposeOfFinancingID  AssetUsage              0.520812
AssetUsage            PurposeOfFinancingID    0.520812
Creditscore           CreditScoringResult     0.543681
CreditScoringResult   Creditscore             0.543681
AssetUsage            FlagMerkPopular         0.546157
FlagMerkPopular       AssetUsage              0.546157
Creditscore           Autoapprovalresult      0.553194
Autoapprovalresult    Creditscore             0.553194
AutoApprovalFailed    Autoapprovalresult      0.607289
Autoapprovalresult    AutoApprovalFailed      0.607289
CreditScoringResult   AutoApprovalFailed      0.647502
AutoApprovalFailed    CreditScoringResult     0.647502
Pekerjaan             PersonalType            0.669487
PersonalType          Pekerjaan               0.669487
ResidenceCompanyCity  CompanyCity             0.742849
CompanyCity           ResidenceCompanyCity    0.742849
CreditScoreSchemeID   ProductType             0.782548
ProductType           CreditScoreSchemeID     0.782548
Jenis_KPM             isKPM                   0.894982
isKPM                 Jenis_KPM               0.894982
Autoapprovalresult    CreditScoringResult     0.923784
CreditScoringResult   Autoapprovalresult      0.923784
IsSyariah             GroupProductId          0.934995
GroupProductId        IsSyariah               0.934995
AssetCategory         AssetCategoryId         0.999921
AssetCategoryId       AssetCategory           0.999921
flagImpact            flagImpactHL            1.000000
flagImpactHL          flagImpact              1.000000
PersonalType          PersonalType            1.000000
AutoApprovalFailed    AutoApprovalFailed      1.000000
jmltunggakanpokok     jmltunggakanpokok       1.000000
Autoapprovalresult    Autoapprovalresult      1.000000
CreditScoringResult   CreditScoringResult     1.000000
flagImpact            flagImpact              1.000000
Bidang_usaha          Bidang_usaha            1.000000
MainCoverage          MainCoverage            1.000000
AssetUsage            AssetUsage              1.000000
AssetCategory         AssetCategory           1.000000
FirstInstallment      FirstInstallment        1.000000
applicationsource     applicationsource       1.000000
PurposeOfFinancingID  PurposeOfFinancingID    1.000000
GroupProductId        GroupProductId          1.000000
UsedNew               UsedNew                 1.000000
ProductType           ProductType             1.000000
Wayofpayment          Wayofpayment            1.000000
Pendidikan            Pendidikan              1.000000
Pekerjaan             Pekerjaan               1.000000
CompanyCity           CompanyCity             1.000000
HomeCompanyStatus     HomeCompanyStatus       1.000000
ResidenceCompanyCity  ResidenceCompanyCity    1.000000
MaritalStatus         MaritalStatus           1.000000
Gender                Gender                  1.000000
CreditScoreSchemeID   CreditScoreSchemeID     1.000000
jmltunggakanhari      jmltunggakanhari        1.000000
isoveride             isoveride               1.000000
SektorEkonomi         SektorEkonomi           1.000000
FlagMerkPopular       FlagMerkPopular         1.000000
CAMOSObligorExposure  CAMOSObligorExposure    1.000000
DPPercentage          DPPercentage            1.000000
Creditscore           Creditscore             1.000000
flagImpactHL          flagImpactHL            1.000000
Pendapatan            Pendapatan              1.000000
numofassetunit        numofassetunit          1.000000
NTFIDR                NTFIDR                  1.000000
IsSyariah             IsSyariah               1.000000
FlagRO                FlagRO                  1.000000
FlagNegCust           FlagNegCust             1.000000
jenispinjaman         jenispinjaman           1.000000
Jenis_KPM             Jenis_KPM               1.000000
isKPM                 isKPM                   1.000000
MadeIn                MadeIn                  1.000000
AssetCategoryId       AssetCategoryId         1.000000
AssetType             AssetType               1.000000
InstallmentScheme     InstallmentScheme       1.000000
SupplierAssetStatus   SupplierAssetStatus     1.000000
SupplierName          SupplierName            1.000000
SupplierId            SupplierId              1.000000
ProductOffering       ProductOffering         1.000000
flagbad               flagbad                 1.000000
dtype: float64
In [96]:
dataCorr=c
dataCorr = dataCorr[abs(dataCorr) >= 0.01].stack().reset_index()
dataCorr = dataCorr[dataCorr['level_0'].astype(str)!=dataCorr['level_1'].astype(str)]

# filtering out lower/upper triangular duplicates 
dataCorr['ordered-cols'] = dataCorr.apply(lambda x: '-'.join(sorted([x['level_0'],x['level_1']])),axis=1)
dataCorr = dataCorr.drop_duplicates(['ordered-cols'])
dataCorr.drop(['ordered-cols'], axis=1, inplace=True)

so = dataCorr.sort_values(by=0,kind="quicksort")
print(so)
                   level_0               level_1         0
297   Wayofpayment          numofassetunit        0.010012
102   ResidenceCompanyCity  ProductType           0.010019
760   CreditScoringResult   jmltunggakanpokok     0.010055
119   ResidenceCompanyCity  FlagRO                0.010097
78    MaritalStatus         ResidenceCompanyCity  0.010116
113   ResidenceCompanyCity  SupplierAssetStatus   0.010153
141   HomeCompanyStatus     Autoapprovalresult    0.010178
103   ResidenceCompanyCity  UsedNew               0.010260
913   ProductOffering       AssetType             0.010263
611   AssetUsage            jmltunggakanhari      0.010315
437   PurposeOfFinancingID  AutoApprovalFailed    0.010334
1102  SupplierAssetStatus   DPPercentage          0.010379
168   CompanyCity           GroupProductId        0.010497
145   HomeCompanyStatus     SupplierName          0.010543
394   GroupProductId        AssetUsage            0.010617
435   PurposeOfFinancingID  isoveride             0.010617
886   isoveride             jmltunggakanpokok     0.010632
472   applicationsource     flagImpact            0.010730
490   applicationsource     flagImpactHL          0.010730
287   Wayofpayment          SupplierName          0.010754
61    Gender                AutoApprovalFailed    0.010760
124   ResidenceCompanyCity  CAMOSObligorExposure  0.010760
802   Autoapprovalresult    jmltunggakanpokok     0.010794
1442  IsSyariah             FlagMerkPopular       0.010807
58    Gender                Autoapprovalresult    0.010894
634   MainCoverage          ProductOffering       0.010913
232   Pekerjaan             jmltunggakanpokok     0.010947
794   Autoapprovalresult    Jenis_KPM             0.010951
59    Gender                isoveride             0.010957
443   PurposeOfFinancingID  AssetCategoryId       0.010969
429   PurposeOfFinancingID  AssetCategory         0.010971
1098  SupplierAssetStatus   FlagRO                0.010975
370   UsedNew               AssetType             0.011031
176   CompanyCity           ProductOffering       0.011036
1336  jenispinjaman         Pendapatan            0.011083
354   UsedNew               applicationsource     0.011095
93    MaritalStatus         DPPercentage          0.011113
376   UsedNew               IsSyariah             0.011128
245   Pendidikan            MainCoverage          0.011185
555   AssetCategory         ProductOffering       0.011196
914   ProductOffering       AssetCategoryId       0.011204
1042  SupplierId            FlagMerkPopular       0.011289
1096  SupplierAssetStatus   Jenis_KPM             0.011320
752   CreditScoringResult   isKPM                 0.011349
1651  DPPercentage          FlagMerkPopular       0.011370
1105  SupplierAssetStatus   jmltunggakanpokok     0.011373
414   GroupProductId        numofassetunit        0.011491
125   ResidenceCompanyCity  FlagMerkPopular       0.011497
240   Pendidikan            Wayofpayment          0.011657
343   ProductType           jmltunggakanpokok     0.011701
1152  AssetType             MadeIn                0.011775
1299  Jenis_KPM             DPPercentage          0.011782
427   PurposeOfFinancingID  applicationsource     0.011792
1533  Pendapatan            DPPercentage          0.011807
167   CompanyCity           UsedNew               0.011846
66    Gender                FlagNegCust           0.011898
85    MaritalStatus         isoveride             0.011988
601   AssetUsage            AssetCategoryId       0.012031
547   AssetCategory         AssetUsage            0.012033
329   ProductType           AssetType             0.012118
55    Gender                MainCoverage          0.012150
81    MaritalStatus         GroupProductId        0.012167
1226  MadeIn                Jenis_KPM             0.012201
68    Gender                IsSyariah             0.012203
1153  AssetType             FlagNegCust           0.012220
842   CreditScoreSchemeID   flagbad               0.012224
64    Gender                SupplierAssetStatus   0.012356
251   Pendidikan            ProductOffering       0.012378
89    MaritalStatus         IsSyariah             0.012423
86    MaritalStatus         AutoApprovalFailed    0.012436
65    Gender                MadeIn                0.012469
1364  FlagNegCust           Creditscore           0.012523
360   UsedNew               Autoapprovalresult    0.012556
840   CreditScoreSchemeID   CAMOSObligorExposure  0.012615
296   Wayofpayment          NTFIDR                0.012706
63    Gender                SupplierId            0.012913
449   PurposeOfFinancingID  IsSyariah             0.012934
478   applicationsource     SupplierId            0.012934
185   CompanyCity           flagImpactHL          0.012956
173   CompanyCity           flagImpact            0.012956
428   PurposeOfFinancingID  FirstInstallment      0.013028
111   ResidenceCompanyCity  ProductOffering       0.013074
12    PersonalType          applicationsource     0.013079
493   applicationsource     flagbad               0.013108
216   Pekerjaan             SupplierName          0.013193
274   Wayofpayment          PurposeOfFinancingID  0.013291
711   flagImpact            AssetType             0.013342
1156  AssetType             flagImpactHL          0.013342
1340  jenispinjaman         CAMOSObligorExposure  0.013392
1267  isKPM                 DPPercentage          0.013402
158   HomeCompanyStatus     FlagMerkPopular       0.013409
108   ResidenceCompanyCity  Bidang_usaha          0.013544
456   PurposeOfFinancingID  jmltunggakanhari      0.013594
115   ResidenceCompanyCity  MadeIn                0.013633
486   applicationsource     FlagRO                0.013639
677   Bidang_usaha          SupplierAssetStatus   0.013787
954   AutoApprovalFailed    AssetType             0.013838
869   isoveride             SupplierAssetStatus   0.013851
596   AssetUsage            AutoApprovalFailed    0.013869
958   AutoApprovalFailed    Jenis_KPM             0.013976
925   ProductOffering       DPPercentage          0.014025
339   ProductType           flagImpactHL          0.014057
317   ProductType           flagImpact            0.014057
1615  Creditscore           jmltunggakanpokok     0.014062
146   HomeCompanyStatus     SupplierAssetStatus   0.014067
42    PersonalType          jmltunggakanpokok     0.014069
171   CompanyCity           MainCoverage          0.014092
413   GroupProductId        NTFIDR                0.014100
411   GroupProductId        FlagRO                0.014167
155   HomeCompanyStatus     Creditscore           0.014192
837   CreditScoreSchemeID   flagImpactHL          0.014193
704   flagImpact            CreditScoreSchemeID   0.014193
879   isoveride             NTFIDR                0.014204
1151  AssetType             AssetCategoryId       0.014320
560   AssetCategory         AssetType             0.014320
301   Wayofpayment          CAMOSObligorExposure  0.014358
223   Pekerjaan             jenispinjaman         0.014414
172   CompanyCity           Bidang_usaha          0.014452
960   AutoApprovalFailed    FlagNegCust           0.014493
1135  InstallmentScheme     numofassetunit        0.014553
188   CompanyCity           CAMOSObligorExposure  0.014562
396   GroupProductId        flagImpact            0.014565
415   GroupProductId        flagImpactHL          0.014565
380   UsedNew               Creditscore           0.014583
139   HomeCompanyStatus     Bidang_usaha          0.014593
457   PurposeOfFinancingID  flagbad               0.014663
137   HomeCompanyStatus     AssetUsage            0.014721
604   AssetUsage            IsSyariah             0.014766
275   Wayofpayment          applicationsource     0.014846
104   ResidenceCompanyCity  GroupProductId        0.014899
33    PersonalType          jenispinjaman         0.014964
827   CreditScoreSchemeID   AssetType             0.014982
302   Wayofpayment          FlagMerkPopular       0.015111
149   HomeCompanyStatus     Jenis_KPM             0.015127
1072  SupplierName          Pendapatan            0.015134
1225  MadeIn                isKPM                 0.015148
356   UsedNew               AssetUsage            0.015169
1736  FlagMerkPopular       jmltunggakanpokok     0.015177
676   Bidang_usaha          SupplierId            0.015189
793   Autoapprovalresult    isKPM                 0.015269
995   SektorEkonomi         SupplierName          0.015310
9     PersonalType          ProductType           0.015370
148   HomeCompanyStatus     isKPM                 0.015399
1500  numofassetunit        CAMOSObligorExposure  0.015426
224   Pekerjaan             FlagNegCust           0.015449
1342  jenispinjaman         flagbad               0.015576
525   FirstInstallment      FlagNegCust           0.015624
261   Pendidikan            CAMOSObligorExposure  0.015688
928   ProductOffering       flagbad               0.015754
353   UsedNew               PurposeOfFinancingID  0.015858
713   flagImpact            MadeIn                0.015878
1233  MadeIn                flagImpactHL          0.015878
405   GroupProductId        InstallmentScheme     0.016015
62    Gender                SektorEkonomi         0.016046
1095  SupplierAssetStatus   isKPM                 0.016153
123   ResidenceCompanyCity  DPPercentage          0.016205
1101  SupplierAssetStatus   flagImpactHL          0.016227
709   flagImpact            SupplierAssetStatus   0.016227
1263  isKPM                 NTFIDR                0.016281
1133  InstallmentScheme     IsSyariah             0.016380
407   GroupProductId        MadeIn                0.016386
189   CompanyCity           FlagMerkPopular       0.016412
21    PersonalType          CreditScoreSchemeID   0.016419
255   Pendidikan            MadeIn                0.016592
187   CompanyCity           DPPercentage          0.016703
651   MainCoverage          Creditscore           0.016716
117   ResidenceCompanyCity  Jenis_KPM             0.016720
384   UsedNew               jmltunggakanpokok     0.016790
26    PersonalType          SupplierName          0.016837
121   ResidenceCompanyCity  NTFIDR                0.016921
178   CompanyCity           InstallmentScheme     0.016943
359   UsedNew               CreditScoringResult   0.016980
1441  IsSyariah             DPPercentage          0.016981
179   CompanyCity           MadeIn                0.017089
109   ResidenceCompanyCity  Autoapprovalresult    0.017300
602   AssetUsage            jenispinjaman         0.017492
824   CreditScoreSchemeID   SektorEkonomi         0.017495
1443  IsSyariah             flagbad               0.017503
404   GroupProductId        SupplierName          0.017681
645   MainCoverage          FlagNegCust           0.017691
1302  Jenis_KPM             flagbad               0.017703
174   CompanyCity           Autoapprovalresult    0.017836
183   CompanyCity           IsSyariah             0.017968
1154  AssetType             FlagRO                0.017981
1270  isKPM                 flagbad               0.018241
92    MaritalStatus         Creditscore           0.018242
1035  SupplierId            InstallmentScheme     0.018361
181   CompanyCity           Jenis_KPM             0.018367
131   HomeCompanyStatus     CompanyCity           0.018382
94    MaritalStatus         CAMOSObligorExposure  0.018679
308   ProductType           UsedNew               0.018686
957   AutoApprovalFailed    isKPM                 0.018731
116   ResidenceCompanyCity  isKPM                 0.018892
684   Bidang_usaha          Creditscore           0.018931
489   applicationsource     numofassetunit        0.019178
678   Bidang_usaha          AssetCategoryId       0.019178
549   AssetCategory         Bidang_usaha          0.019189
184   CompanyCity           NTFIDR                0.019249
221   Pekerjaan             isKPM                 0.019285
1614  Creditscore           FlagMerkPopular       0.019300
440   PurposeOfFinancingID  SupplierName          0.019317
707   flagImpact            AutoApprovalFailed    0.019499
965   AutoApprovalFailed    flagImpactHL          0.019499
1158  AssetType             FlagMerkPopular       0.019524
1136  InstallmentScheme     Pendapatan            0.019572
34    PersonalType          FlagNegCust           0.019615
480   applicationsource     InstallmentScheme     0.019660
114   ResidenceCompanyCity  InstallmentScheme     0.019670
217   Pekerjaan             SupplierAssetStatus   0.019725
344   ProductType           flagbad               0.019781
1694  CAMOSObligorExposure  flagbad               0.019856
1411  FlagRO                flagbad               0.020050
373   UsedNew               Jenis_KPM             0.020289
1484  NTFIDR                numofassetunit        0.020331
1157  AssetType             CAMOSObligorExposure  0.020358
417   GroupProductId        DPPercentage          0.020431
1363  FlagNegCust           flagImpactHL          0.020531
717   flagImpact            FlagNegCust           0.020531
198   Pekerjaan             Wayofpayment          0.020564
51    Gender                UsedNew               0.020572
1237  MadeIn                flagbad               0.020573
138   HomeCompanyStatus     MainCoverage          0.020754
107   ResidenceCompanyCity  MainCoverage          0.020772
50    Gender                Wayofpayment          0.020829
1070  SupplierName          IsSyariah             0.020833
833   CreditScoreSchemeID   FlagNegCust           0.020878
876   isoveride             FlagNegCust           0.020883
222   Pekerjaan             Jenis_KPM             0.020989
670   Bidang_usaha          CreditScoringResult   0.021062
254   Pendidikan            AssetCategoryId       0.021074
335   ProductType           FlagNegCust           0.021090
220   Pekerjaan             MadeIn                0.021092
243   Pendidikan            AssetCategory         0.021114
878   isoveride             IsSyariah             0.021499
83    MaritalStatus         CreditScoringResult   0.021522
144   HomeCompanyStatus     SupplierId            0.021526
120   ResidenceCompanyCity  IsSyariah             0.021532
90    MaritalStatus         NTFIDR                0.021617
1295  Jenis_KPM             NTFIDR                0.021698
492   applicationsource     DPPercentage          0.021710
180   CompanyCity           isKPM                 0.021861
186   CompanyCity           Creditscore           0.021870
84    MaritalStatus         Autoapprovalresult    0.021877
682   Bidang_usaha          Pendapatan            0.021883
256   Pendidikan            NTFIDR                0.021886
1155  AssetType             NTFIDR                0.021893
1039  SupplierId            IsSyariah             0.021908
431   PurposeOfFinancingID  MainCoverage          0.021932
841   CreditScoreSchemeID   FlagMerkPopular       0.021961
716   flagImpact            jenispinjaman         0.021961
1337  jenispinjaman         flagImpactHL          0.021961
257   Pendidikan            Pendapatan            0.022022
1616  Creditscore           flagbad               0.022055
418   GroupProductId        flagbad               0.022172
1230  MadeIn                IsSyariah             0.022178
381   UsedNew               DPPercentage          0.022280
679   Bidang_usaha          MadeIn                0.022457
1068  SupplierName          jenispinjaman         0.022491
1134  InstallmentScheme     NTFIDR                0.022678
1536  Pendapatan            jmltunggakanpokok     0.022693
597   AssetUsage            SektorEkonomi         0.022706
638   MainCoverage          SupplierAssetStatus   0.022872
153   HomeCompanyStatus     Pendapatan            0.022875
1410  FlagRO                jmltunggakanpokok     0.022900
156   HomeCompanyStatus     DPPercentage          0.022907
324   ProductType           SektorEkonomi         0.022980
165   CompanyCity           Pendidikan            0.023140
487   applicationsource     IsSyariah             0.023157
399   GroupProductId        CreditScoreSchemeID   0.023247
393   GroupProductId        AssetCategory         0.023255
406   GroupProductId        AssetCategoryId       0.023259
272   Wayofpayment          UsedNew               0.023384
278   Wayofpayment          AssetUsage            0.023384
288   Wayofpayment          SupplierAssetStatus   0.023438
357   UsedNew               MainCoverage          0.023463
564   AssetCategory         FlagNegCust           0.023470
1187  AssetCategoryId       FlagNegCust           0.023471
122   ResidenceCompanyCity  Creditscore           0.023594
671   Bidang_usaha          Autoapprovalresult    0.023771
572   AssetCategory         CAMOSObligorExposure  0.024006
1195  AssetCategoryId       CAMOSObligorExposure  0.024009
680   Bidang_usaha          FlagRO                0.024166
1000  SektorEkonomi         FlagNegCust           0.024172
372   UsedNew               isKPM                 0.024197
445   PurposeOfFinancingID  isKPM                 0.024420
142   HomeCompanyStatus     isoveride             0.024442
606   AssetUsage            numofassetunit        0.024650
53    Gender                FirstInstallment      0.024698
8     PersonalType          Wayofpayment          0.024705
218   Pekerjaan             InstallmentScheme     0.024761
1269  isKPM                 FlagMerkPopular       0.024775
60    Gender                ProductOffering       0.024807
720   flagImpact            Pendapatan            0.024812
1532  Pendapatan            flagImpactHL          0.024812
799   Autoapprovalresult    Pendapatan            0.024840
1197  AssetCategoryId       flagbad               0.024915
574   AssetCategory         flagbad               0.024920
446   PurposeOfFinancingID  Jenis_KPM             0.025065
252   Pendidikan            AutoApprovalFailed    0.025147
1228  MadeIn                FlagNegCust           0.025173
488   applicationsource     NTFIDR                0.025227
157   HomeCompanyStatus     CAMOSObligorExposure  0.025294
1066  SupplierName          AssetCategoryId       0.025303
558   AssetCategory         SupplierName          0.025324
590   AssetUsage            flagImpact            0.025329
607   AssetUsage            flagImpactHL          0.025329
603   AssetUsage            FlagRO                0.025345
199   Pekerjaan             ProductType           0.025382
362   UsedNew               isoveride             0.025422
442   PurposeOfFinancingID  InstallmentScheme     0.025468
259   Pendidikan            Creditscore           0.025536
447   PurposeOfFinancingID  jenispinjaman         0.025787
342   ProductType           FlagMerkPopular       0.026242
566   AssetCategory         IsSyariah             0.026259
1189  AssetCategoryId       IsSyariah             0.026261
27    PersonalType          SupplierAssetStatus   0.026391
432   PurposeOfFinancingID  CreditScoringResult   0.026466
98    ResidenceCompanyCity  HomeCompanyStatus     0.026562
674   Bidang_usaha          AutoApprovalFailed    0.026582
589   AssetUsage            Bidang_usaha          0.026623
369   UsedNew               InstallmentScheme     0.026678
133   HomeCompanyStatus     Pendidikan            0.026887
1341  jenispinjaman         jmltunggakanpokok     0.026938
757   CreditScoringResult   Pendapatan            0.027085
200   Pekerjaan             UsedNew               0.027119
915   ProductOffering       MadeIn                0.027125
210   Pekerjaan             CreditScoreSchemeID   0.027150
826   CreditScoreSchemeID   SupplierAssetStatus   0.027226
2     PersonalType          MaritalStatus         0.027241
705   flagImpact            isoveride             0.027318
881   isoveride             flagImpactHL          0.027318
877   isoveride             FlagRO                0.027402
52    Gender                PurposeOfFinancingID  0.027403
298   Wayofpayment          Pendapatan            0.027417
175   CompanyCity           isoveride             0.027497
1268  isKPM                 CAMOSObligorExposure  0.027876
1097  SupplierAssetStatus   jenispinjaman         0.027967
3     PersonalType          ResidenceCompanyCity  0.028050
573   AssetCategory         FlagMerkPopular       0.028150
1196  AssetCategoryId       FlagMerkPopular       0.028154
491   applicationsource     Creditscore           0.028220
1300  Jenis_KPM             CAMOSObligorExposure  0.028271
439   PurposeOfFinancingID  SupplierId            0.028271
1301  Jenis_KPM             FlagMerkPopular       0.028280
1075  SupplierName          FlagMerkPopular       0.028420
534   FirstInstallment      FlagMerkPopular       0.028474
159   HomeCompanyStatus     flagbad               0.028611
100   ResidenceCompanyCity  Pekerjaan             0.028944
1367  FlagNegCust           jmltunggakanpokok     0.028987
482   applicationsource     MadeIn                0.029028
262   Pendidikan            FlagMerkPopular       0.029080
715   flagImpact            Jenis_KPM             0.029160
1297  Jenis_KPM             flagImpactHL          0.029160
43    PersonalType          flagbad               0.029225
249   Pendidikan            Autoapprovalresult    0.029250
277   Wayofpayment          AssetCategory         0.029260
290   Wayofpayment          AssetCategoryId       0.029284
673   Bidang_usaha          isoveride             0.029344
714   flagImpact            isKPM                 0.029382
1265  isKPM                 flagImpactHL          0.029382
1264  isKPM                 Pendapatan            0.029422
73    Gender                CAMOSObligorExposure  0.029577
248   Pendidikan            CreditScoringResult   0.029609
481   applicationsource     AssetCategoryId       0.029858
469   applicationsource     AssetCategory         0.029865
325   ProductType           SupplierId            0.030069
1491  NTFIDR                jmltunggakanpokok     0.030255
880   isoveride             Pendapatan            0.030272
686   Bidang_usaha          FlagMerkPopular       0.030367
722   flagImpact            DPPercentage          0.030396
1572  flagImpactHL          DPPercentage          0.030396
1298  Jenis_KPM             Creditscore           0.030414
38    PersonalType          flagImpactHL          0.030417
18    PersonalType          flagImpact            0.030417
433   PurposeOfFinancingID  Autoapprovalresult    0.030482
1071  SupplierName          NTFIDR                0.030559
110   ResidenceCompanyCity  isoveride             0.030850
30    PersonalType          MadeIn                0.031063
401   GroupProductId        AutoApprovalFailed    0.031070
134   HomeCompanyStatus     applicationsource     0.031155
250   Pendidikan            isoveride             0.031215
209   Pekerjaan             Autoapprovalresult    0.031297
451   PurposeOfFinancingID  numofassetunit        0.031455
609   AssetUsage            CAMOSObligorExposure  0.031465
655   MainCoverage          flagbad               0.031471
71    Gender                flagImpactHL          0.031512
57    Gender                flagImpact            0.031512
54    Gender                AssetUsage            0.031596
22    PersonalType          isoveride             0.031702
1041  SupplierId            DPPercentage          0.031898
1613  Creditscore           CAMOSObligorExposure  0.031932
872   isoveride             MadeIn                0.032002
748   CreditScoringResult   SupplierName          0.032027
1191  AssetCategoryId       Pendapatan            0.032032
568   AssetCategory         Pendapatan            0.032038
135   HomeCompanyStatus     FirstInstallment      0.032099
310   ProductType           PurposeOfFinancingID  0.032464
1612  Creditscore           DPPercentage          0.032514
72    Gender                Creditscore           0.032553
479   applicationsource     SupplierName          0.032573
208   Pekerjaan             CreditScoringResult   0.032621
1296  Jenis_KPM             Pendapatan            0.032656
923   ProductOffering       flagImpactHL          0.032663
706   flagImpact            ProductOffering       0.032663
685   Bidang_usaha          DPPercentage          0.032686
600   AssetUsage            InstallmentScheme     0.032692
101   ResidenceCompanyCity  Wayofpayment          0.032716
710   flagImpact            InstallmentScheme     0.032786
1137  InstallmentScheme     flagImpactHL          0.032786
1076  SupplierName          flagbad               0.033089
452   PurposeOfFinancingID  Pendapatan            0.033104
1194  AssetCategoryId       DPPercentage          0.033229
571   AssetCategory         DPPercentage          0.033256
241   Pendidikan            PurposeOfFinancingID  0.033267
922   ProductOffering       Pendapatan            0.033488
1140  InstallmentScheme     FlagMerkPopular       0.033613
1074  SupplierName          CAMOSObligorExposure  0.033980
395   GroupProductId        MainCoverage          0.034062
147   HomeCompanyStatus     AssetCategoryId       0.034162
136   HomeCompanyStatus     AssetCategory         0.034170
789   Autoapprovalresult    SupplierName          0.034216
1266  isKPM                 Creditscore           0.034341
170   CompanyCity           FirstInstallment      0.034419
295   Wayofpayment          IsSyariah             0.034469
80    MaritalStatus         Pekerjaan             0.034663
1366  FlagNegCust           FlagMerkPopular       0.034706
70    Gender                Pendapatan            0.035059
211   Pekerjaan             isoveride             0.035092
444   PurposeOfFinancingID  MadeIn                0.035388
919   ProductOffering       FlagRO                0.035410
291   Wayofpayment          MadeIn                0.035611
403   GroupProductId        SupplierId            0.035761
143   HomeCompanyStatus     SektorEkonomi         0.035997
599   AssetUsage            SupplierName          0.036041
450   PurposeOfFinancingID  NTFIDR                0.036179
263   Pendidikan            flagbad               0.036205
519   FirstInstallment      SupplierId            0.036448
1693  CAMOSObligorExposure  jmltunggakanpokok     0.036453
438   PurposeOfFinancingID  SektorEkonomi         0.036482
633   MainCoverage          isoveride             0.036492
1008  SektorEkonomi         CAMOSObligorExposure  0.036496
533   FirstInstallment      CAMOSObligorExposure  0.036972
681   Bidang_usaha          NTFIDR                0.037247
1009  SektorEkonomi         FlagMerkPopular       0.037306
1574  flagImpactHL          FlagMerkPopular       0.037524
724   flagImpact            FlagMerkPopular       0.037524
166   CompanyCity           Wayofpayment          0.037616
213   Pekerjaan             AutoApprovalFailed    0.037850
1339  jenispinjaman         DPPercentage          0.037942
921   ProductOffering       NTFIDR                0.037977
10    PersonalType          UsedNew               0.037981
510   FirstInstallment      Bidang_usaha          0.038008
242   Pendidikan            FirstInstallment      0.038025
868   isoveride             SupplierName          0.038454
316   ProductType           Bidang_usaha          0.038554
374   UsedNew               FlagNegCust           0.038666
169   CompanyCity           applicationsource     0.038732
962   AutoApprovalFailed    IsSyariah             0.038962
870   isoveride             InstallmentScheme     0.039166
910   ProductOffering       SupplierId            0.039279
999   SektorEkonomi         jenispinjaman         0.039595
953   AutoApprovalFailed    InstallmentScheme     0.040015
608   AssetUsage            DPPercentage          0.040039
391   GroupProductId        applicationsource     0.040297
328   ProductType           InstallmentScheme     0.040319
260   Pendidikan            DPPercentage          0.040410
1065  SupplierName          InstallmentScheme     0.040827
1004  SektorEkonomi         Pendapatan            0.040848
598   AssetUsage            SupplierId            0.040921
118   ResidenceCompanyCity  jenispinjaman         0.040962
32    PersonalType          Jenis_KPM             0.041005
1037  SupplierId            Jenis_KPM             0.041072
653   MainCoverage          CAMOSObligorExposure  0.041094
20    PersonalType          Autoapprovalresult    0.041153
1034  SupplierId            SupplierAssetStatus   0.041162
471   applicationsource     Bidang_usaha          0.041318
31    PersonalType          isKPM                 0.041556
640   MainCoverage          AssetType             0.041860
1104  SupplierAssetStatus   FlagMerkPopular       0.041917
529   FirstInstallment      Pendapatan            0.041941
1     PersonalType          Gender                0.042048
392   GroupProductId        FirstInstallment      0.042084
361   UsedNew               CreditScoreSchemeID   0.042247
28    PersonalType          InstallmentScheme     0.042569
1132  InstallmentScheme     FlagRO                0.042740
19    PersonalType          CreditScoringResult   0.042765
1040  SupplierId            NTFIDR                0.042781
410   GroupProductId        jenispinjaman         0.042813
229   Pekerjaan             Creditscore           0.042924
416   GroupProductId        Creditscore           0.043202
1043  SupplierId            flagbad               0.043327
675   Bidang_usaha          SektorEkonomi         0.043368
1737  FlagMerkPopular       flagbad               0.043524
441   PurposeOfFinancingID  SupplierAssetStatus   0.043536
1262  isKPM                 FlagRO                0.043859
1362  FlagNegCust           Pendapatan            0.043973
212   Pekerjaan             ProductOffering       0.044072
996   SektorEkonomi         InstallmentScheme     0.044152
1294  Jenis_KPM             FlagRO                0.044181
637   MainCoverage          SupplierId            0.044498
527   FirstInstallment      IsSyariah             0.044529
1036  SupplierId            isKPM                 0.044687
970   AutoApprovalFailed    flagbad               0.044699
233   Pekerjaan             flagbad               0.044876
276   Wayofpayment          FirstInstallment      0.045017
88    MaritalStatus         FlagRO                0.045142
106   ResidenceCompanyCity  FirstInstallment      0.045208
649   MainCoverage          Pendapatan            0.045232
82    MaritalStatus         flagImpact            0.045739
91    MaritalStatus         flagImpactHL          0.045739
1334  jenispinjaman         IsSyariah             0.045864
885   isoveride             FlagMerkPopular       0.046021
5     PersonalType          CompanyCity           0.046386
1069  SupplierName          FlagRO                0.046400
358   UsedNew               flagImpact            0.046569
379   UsedNew               flagImpactHL          0.046569
23    PersonalType          ProductOffering       0.046648
964   AutoApprovalFailed    Pendapatan            0.046673
874   isoveride             Jenis_KPM             0.046758
926   ProductOffering       CAMOSObligorExposure  0.046798
283   Wayofpayment          isoveride             0.046828
74    Gender                FlagMerkPopular       0.047045
1131  InstallmentScheme     jenispinjaman         0.047287
105   ResidenceCompanyCity  applicationsource     0.047561
56    Gender                Bidang_usaha          0.048037
327   ProductType           SupplierAssetStatus   0.048253
182   CompanyCity           jenispinjaman         0.048377
884   isoveride             CAMOSObligorExposure  0.048663
643   MainCoverage          Jenis_KPM             0.048782
202   Pekerjaan             FirstInstallment      0.049053
476   applicationsource     AutoApprovalFailed    0.049125
952   AutoApprovalFailed    SupplierName          0.049813
873   isoveride             isKPM                 0.049836
398   GroupProductId        Autoapprovalresult    0.050045
524   FirstInstallment      jenispinjaman         0.050599
164   CompanyCity           Pekerjaan             0.050602
672   Bidang_usaha          CreditScoreSchemeID   0.050646
994   SektorEkonomi         SupplierId            0.051365
434   PurposeOfFinancingID  CreditScoreSchemeID   0.051554
1227  MadeIn                jenispinjaman         0.051614
289   Wayofpayment          InstallmentScheme     0.051843
1232  MadeIn                Pendapatan            0.051936
378   UsedNew               Pendapatan            0.052064
468   applicationsource     FirstInstallment      0.052240
453   PurposeOfFinancingID  Creditscore           0.052560
788   Autoapprovalresult    SupplierId            0.052817
515   FirstInstallment      isoveride             0.052867
647   MainCoverage          IsSyariah             0.053019
605   AssetUsage            NTFIDR                0.053195
397   GroupProductId        CreditScoringResult   0.053230
1229  MadeIn                FlagRO                0.053551
642   MainCoverage          isKPM                 0.053987
214   Pekerjaan             SektorEkonomi         0.054433
402   GroupProductId        SektorEkonomi         0.054792
203   Pekerjaan             AssetCategory         0.055354
219   Pekerjaan             AssetCategoryId       0.055409
1002  SektorEkonomi         IsSyariah             0.055452
588   AssetUsage            MainCoverage          0.055487
314   ProductType           AssetUsage            0.055513
87    MaritalStatus         jenispinjaman         0.055780
25    PersonalType          SupplierId            0.055895
299   Wayofpayment          Creditscore           0.056068
761   CreditScoringResult   flagbad               0.056378
49    Gender                Pendidikan            0.056466
371   UsedNew               MadeIn                0.056721
747   CreditScoringResult   SupplierId            0.056823
834   CreditScoreSchemeID   FlagRO                0.057338
1067  SupplierName          MadeIn                0.057419
448   PurposeOfFinancingID  FlagRO                0.057518
48    Gender                Pekerjaan             0.057602
803   Autoapprovalresult    flagbad               0.057669
797   Autoapprovalresult    IsSyariah             0.058015
364   UsedNew               AutoApprovalFailed    0.058478
1440  IsSyariah             Creditscore           0.058625
454   PurposeOfFinancingID  CAMOSObligorExposure  0.059242
39    PersonalType          Creditscore           0.059337
755   CreditScoringResult   IsSyariah             0.059482
69    Gender                NTFIDR                0.059647
47    Gender                HomeCompanyStatus     0.059887
67    Gender                FlagRO                0.060195
285   Wayofpayment          SektorEkonomi         0.060452
150   HomeCompanyStatus     jenispinjaman         0.060693
835   CreditScoreSchemeID   IsSyariah             0.060970
152   HomeCompanyStatus     NTFIDR                0.061413
230   Pekerjaan             CAMOSObligorExposure  0.061422
336   ProductType           FlagRO                0.061661
355   UsedNew               FirstInstallment      0.061677
801   Autoapprovalresult    CAMOSObligorExposure  0.061736
591   AssetUsage            CreditScoringResult   0.061755
523   FirstInstallment      MadeIn                0.062105
917   ProductOffering       Jenis_KPM             0.062610
1235  MadeIn                CAMOSObligorExposure  0.062651
1100  SupplierAssetStatus   Pendapatan            0.063161
1064  SupplierName          SupplierAssetStatus   0.063775
1130  InstallmentScheme     AssetCategoryId       0.063775
559   AssetCategory         InstallmentScheme     0.063779
723   flagImpact            CAMOSObligorExposure  0.064282
1573  flagImpactHL          CAMOSObligorExposure  0.064282
1361  FlagNegCust           NTFIDR                0.064651
205   Pekerjaan             MainCoverage          0.065033
1033  SupplierId            SupplierName          0.065059
562   AssetCategory         MadeIn                0.065258
1185  AssetCategoryId       MadeIn                0.065259
286   Wayofpayment          SupplierId            0.065458
592   AssetUsage            Autoapprovalresult    0.065637
612   AssetUsage            flagbad               0.065892
151   HomeCompanyStatus     FlagRO                0.065924
759   CreditScoringResult   CAMOSObligorExposure  0.066247
140   HomeCompanyStatus     flagImpact            0.066376
154   HomeCompanyStatus     flagImpactHL          0.066376
1335  jenispinjaman         NTFIDR                0.066528
365   UsedNew               SektorEkonomi         0.066805
920   ProductOffering       IsSyariah             0.068112
333   ProductType           Jenis_KPM             0.068537
916   ProductOffering       isKPM                 0.069843
887   isoveride             flagbad               0.070115
749   CreditScoringResult   InstallmentScheme     0.070381
911   ProductOffering       SupplierAssetStatus   0.071044
201   Pekerjaan             PurposeOfFinancingID  0.071209
593   AssetUsage            CreditScoreSchemeID   0.071425
641   MainCoverage          AssetCategoryId       0.071501
548   AssetCategory         MainCoverage          0.071510
790   Autoapprovalresult    InstallmentScheme     0.071574
708   flagImpact            SektorEkonomi         0.072844
1005  SektorEkonomi         flagImpactHL          0.072844
244   Pendidikan            AssetUsage            0.073126
24    PersonalType          SektorEkonomi         0.073877
366   UsedNew               SupplierId            0.074374
470   applicationsource     MainCoverage          0.074543
511   FirstInstallment      flagImpact            0.075033
530   FirstInstallment      flagImpactHL          0.075033
473   applicationsource     CreditScoringResult   0.075703
636   MainCoverage          SektorEkonomi         0.076035
998   SektorEkonomi         MadeIn                0.076179
332   ProductType           isKPM                 0.076268
253   Pendidikan            SupplierId            0.076646
825   CreditScoreSchemeID   SupplierName          0.076664
485   applicationsource     jenispinjaman         0.076706
1487  NTFIDR                Creditscore           0.077936
40    PersonalType          CAMOSObligorExposure  0.078339
4     PersonalType          HomeCompanyStatus     0.078526
11    PersonalType          PurposeOfFinancingID  0.078920
311   ProductType           applicationsource     0.079238
1365  FlagNegCust           CAMOSObligorExposure  0.079917
635   MainCoverage          AutoApprovalFailed    0.080119
341   ProductType           DPPercentage          0.080604
300   Wayofpayment          DPPercentage          0.080699
215   Pekerjaan             SupplierId            0.080753
1073  SupplierName          Creditscore           0.080918
326   ProductType           SupplierName          0.081246
13    PersonalType          FirstInstallment      0.081925
648   MainCoverage          NTFIDR                0.082067
1407  FlagRO                Creditscore           0.082133
969   AutoApprovalFailed    FlagMerkPopular       0.082193
14    PersonalType          AssetCategory         0.082517
29    PersonalType          AssetCategoryId       0.082531
554   AssetCategory         isoveride             0.082862
871   isoveride             AssetCategoryId       0.082876
280   Wayofpayment          CreditScoringResult   0.083304
474   applicationsource     Autoapprovalresult    0.083772
520   FirstInstallment      SupplierName          0.085151
654   MainCoverage          FlagMerkPopular       0.085311
284   Wayofpayment          AutoApprovalFailed    0.086569
281   Wayofpayment          Autoapprovalresult    0.086740
646   MainCoverage          FlagRO                0.086895
400   GroupProductId        ProductOffering       0.087426
997   SektorEkonomi         AssetCategoryId       0.087590
557   AssetCategory         SektorEkonomi         0.087623
1007  SektorEkonomi         DPPercentage          0.088068
1535  Pendapatan            FlagMerkPopular       0.088077
1010  SektorEkonomi         flagbad               0.089887
796   Autoapprovalresult    FlagRO                0.090742
382   UsedNew               CAMOSObligorExposure  0.091378
436   PurposeOfFinancingID  ProductOffering       0.091558
630   MainCoverage          CreditScoringResult   0.091730
1139  InstallmentScheme     DPPercentage          0.092154
132   HomeCompanyStatus     Pekerjaan             0.092176
1103  SupplierAssetStatus   CAMOSObligorExposure  0.092293
1001  SektorEkonomi         FlagRO                0.092885
1234  MadeIn                Creditscore           0.092908
754   CreditScoringResult   FlagRO                0.093022
1333  jenispinjaman         FlagRO                0.093289
231   Pekerjaan             FlagMerkPopular       0.094030
1003  SektorEkonomi         NTFIDR                0.095217
246   Pendidikan            Bidang_usaha          0.095715
865   isoveride             ProductOffering       0.096187
831   CreditScoreSchemeID   Jenis_KPM             0.096889
631   MainCoverage          Autoapprovalresult    0.096961
204   Pekerjaan             AssetUsage            0.097376
207   Pekerjaan             flagImpact            0.097468
228   Pekerjaan             flagImpactHL          0.097468
594   AssetUsage            isoveride             0.098159
383   UsedNew               FlagMerkPopular       0.099019
1188  AssetCategoryId       FlagRO                0.099558
565   AssetCategory         FlagRO                0.099594
15    PersonalType          AssetUsage            0.099618
258   Pendidikan            flagImpactHL          0.099668
247   Pendidikan            flagImpact            0.099668
377   UsedNew               NTFIDR                0.100385
792   Autoapprovalresult    MadeIn                0.100454
294   Wayofpayment          jenispinjaman         0.100849
712   flagImpact            AssetCategoryId       0.100861
1192  AssetCategoryId       flagImpactHL          0.100861
550   AssetCategory         flagImpact            0.100865
569   AssetCategory         flagImpactHL          0.100865
477   applicationsource     SektorEkonomi         0.101161
644   MainCoverage          jenispinjaman         0.101747
522   FirstInstallment      AssetCategoryId       0.101803
508   FirstInstallment      AssetCategory         0.101809
751   CreditScoringResult   MadeIn                0.102045
968   AutoApprovalFailed    CAMOSObligorExposure  0.102465
279   Wayofpayment          MainCoverage          0.103976
798   Autoapprovalresult    NTFIDR                0.104269
16    PersonalType          MainCoverage          0.105525
830   CreditScoreSchemeID   isKPM                 0.106214
226   Pekerjaan             NTFIDR                0.107874
225   Pekerjaan             FlagRO                0.108060
756   CreditScoringResult   NTFIDR                0.108212
1652  DPPercentage          flagbad               0.108940
883   isoveride             DPPercentage          0.109126
526   FirstInstallment      FlagRO                0.109201
1409  FlagRO                FlagMerkPopular       0.109519
475   applicationsource     CreditScoreSchemeID   0.110259
509   FirstInstallment      AssetUsage            0.110882
956   AutoApprovalFailed    MadeIn                0.112188
273   Wayofpayment          GroupProductId        0.112266
227   Pekerjaan             Pendapatan            0.112335
1236  MadeIn                FlagMerkPopular       0.114959
563   AssetCategory         jenispinjaman         0.115379
1186  AssetCategoryId       jenispinjaman         0.115381
112   ResidenceCompanyCity  SupplierId            0.115694
46    Gender                MaritalStatus         0.116065
918   ProductOffering       jenispinjaman         0.116262
650   MainCoverage          flagImpactHL          0.116396
629   MainCoverage          flagImpact            0.116396
951   AutoApprovalFailed    SektorEkonomi         0.116434
1360  FlagNegCust           FlagRO                0.117336
532   FirstInstallment      DPPercentage          0.118582
41    PersonalType          FlagMerkPopular       0.120027
955   AutoApprovalFailed    AssetCategoryId       0.121826
556   AssetCategory         AutoApprovalFailed    0.121835
531   FirstInstallment      Creditscore           0.122179
908   ProductOffering       AutoApprovalFailed    0.122346
1038  SupplierId            jenispinjaman         0.122407
875   isoveride             jenispinjaman         0.123158
839   CreditScoreSchemeID   DPPercentage          0.123352
1405  FlagRO                Pendapatan            0.123430
1692  CAMOSObligorExposure  FlagMerkPopular       0.124130
791   Autoapprovalresult    AssetCategoryId       0.124279
552   AssetCategory         Autoapprovalresult    0.124305
528   FirstInstallment      NTFIDR                0.124891
750   CreditScoringResult   AssetCategoryId       0.125752
551   AssetCategory         CreditScoringResult   0.125780
37    PersonalType          Pendapatan            0.126745
1006  SektorEkonomi         Creditscore           0.126952
271   Wayofpayment          ProductType           0.127221
866   isoveride             AutoApprovalFailed    0.127416
961   AutoApprovalFailed    FlagRO                0.128707
967   AutoApprovalFailed    DPPercentage          0.129591
912   ProductOffering       InstallmentScheme     0.129911
595   AssetUsage            ProductOffering       0.130704
718   flagImpact            FlagRO                0.131083
1406  FlagRO                flagImpactHL          0.131083
331   ProductType           MadeIn                0.132055
719   flagImpact            NTFIDR                0.132664
1486  NTFIDR                flagImpactHL          0.132664
669   Bidang_usaha          flagImpact            0.133882
683   Bidang_usaha          flagImpactHL          0.133882
177   CompanyCity           SupplierId            0.134868
512   FirstInstallment      CreditScoringResult   0.135179
1488  NTFIDR                DPPercentage          0.137529
652   MainCoverage          DPPercentage          0.138457
1099  SupplierAssetStatus   NTFIDR                0.139433
927   ProductOffering       FlagMerkPopular       0.142770
282   Wayofpayment          CreditScoreSchemeID   0.142789
517   FirstInstallment      AutoApprovalFailed    0.144325
829   CreditScoreSchemeID   MadeIn                0.145202
338   ProductType           NTFIDR                0.145274
513   FirstInstallment      Autoapprovalresult    0.145355
367   UsedNew               SupplierName          0.147260
36    PersonalType          NTFIDR                0.149458
744   CreditScoringResult   ProductOffering       0.151020
1141  InstallmentScheme     flagbad               0.155136
375   UsedNew               FlagRO                0.156781
909   ProductOffering       SektorEkonomi         0.158346
206   Pekerjaan             Bidang_usaha          0.159112
785   Autoapprovalresult    ProductOffering       0.159197
836   CreditScoreSchemeID   NTFIDR                0.161808
35    PersonalType          FlagRO                0.161982
535   FirstInstallment      flagbad               0.164068
17    PersonalType          Bidang_usaha          0.171911
315   ProductType           MainCoverage          0.172733
1193  AssetCategoryId       Creditscore           0.177406
570   AssetCategory         Creditscore           0.177429
787   Autoapprovalresult    SektorEkonomi         0.179706
1404  FlagRO                NTFIDR                0.181048
867   isoveride             SektorEkonomi         0.181146
963   AutoApprovalFailed    NTFIDR                0.187993
484   applicationsource     Jenis_KPM             0.190719
1138  InstallmentScheme     Creditscore           0.192975
746   CreditScoringResult   SektorEkonomi         0.195873
828   CreditScoreSchemeID   AssetCategoryId       0.196231
553   AssetCategory         CreditScoreSchemeID   0.196250
322   ProductType           ProductOffering       0.196457
822   CreditScoreSchemeID   ProductOffering       0.200358
1368  FlagNegCust           flagbad               0.202116
1231  MadeIn                NTFIDR                0.202633
483   applicationsource     isKPM                 0.204416
330   ProductType           AssetCategoryId       0.206873
313   ProductType           AssetCategory         0.206881
632   MainCoverage          CreditScoreSchemeID   0.207786
1190  AssetCategoryId       NTFIDR                0.208695
567   AssetCategory         NTFIDR                0.208697
521   FirstInstallment      InstallmentScheme     0.210414
318   ProductType           CreditScoringResult   0.216843
742   CreditScoringResult   CreditScoreSchemeID   0.222378
79    MaritalStatus         HomeCompanyStatus     0.223508
516   FirstInstallment      ProductOffering       0.230703
959   AutoApprovalFailed    jenispinjaman         0.231886
293   Wayofpayment          Jenis_KPM             0.232560
1485  NTFIDR                Pendapatan            0.234140
312   ProductType           FirstInstallment      0.240373
518   FirstInstallment      SektorEkonomi         0.240630
1534  Pendapatan            CAMOSObligorExposure  0.240766
319   ProductType           Autoapprovalresult    0.246849
292   Wayofpayment          isKPM                 0.255506
323   ProductType           AutoApprovalFailed    0.258335
783   Autoapprovalresult    CreditScoreSchemeID   0.260416
832   CreditScoreSchemeID   jenispinjaman         0.264626
7     PersonalType          Pendidikan            0.265181
823   CreditScoreSchemeID   AutoApprovalFailed    0.271226
1490  NTFIDR                FlagMerkPopular       0.273718
197   Pekerjaan             Pendidikan            0.276380
1408  FlagRO                CAMOSObligorExposure  0.276793
409   GroupProductId        Jenis_KPM             0.284712
363   UsedNew               ProductOffering       0.287559
1489  NTFIDR                CAMOSObligorExposure  0.292382
514   FirstInstallment      CreditScoreSchemeID   0.292504
334   ProductType           jenispinjaman         0.292886
795   Autoapprovalresult    jenispinjaman         0.295710
753   CreditScoringResult   jenispinjaman         0.301541
639   MainCoverage          InstallmentScheme     0.307349
408   GroupProductId        isKPM                 0.317594
368   UsedNew               SupplierAssetStatus   0.317658
882   isoveride             Creditscore           0.320186
821   CreditScoreSchemeID   isoveride             0.341083
924   ProductOffering       Creditscore           0.344005
784   Autoapprovalresult    isoveride             0.350885
309   ProductType           GroupProductId        0.355833
321   ProductType           isoveride             0.390093
1338  jenispinjaman         Creditscore           0.394528
337   ProductType           IsSyariah             0.407554
743   CreditScoringResult   isoveride             0.425323
838   CreditScoreSchemeID   Creditscore           0.463403
455   PurposeOfFinancingID  FlagMerkPopular       0.469964
966   AutoApprovalFailed    Creditscore           0.489702
340   ProductType           Creditscore           0.517790
430   PurposeOfFinancingID  AssetUsage            0.520812
758   CreditScoringResult   Creditscore           0.543681
610   AssetUsage            FlagMerkPopular       0.546157
800   Autoapprovalresult    Creditscore           0.553194
786   Autoapprovalresult    AutoApprovalFailed    0.607289
745   CreditScoringResult   AutoApprovalFailed    0.647502
6     PersonalType          Pekerjaan             0.669487
99    ResidenceCompanyCity  CompanyCity           0.742849
320   ProductType           CreditScoreSchemeID   0.782548
1261  isKPM                 Jenis_KPM             0.894982
741   CreditScoringResult   Autoapprovalresult    0.923784
412   GroupProductId        IsSyariah             0.934995
561   AssetCategory         AssetCategoryId       0.999921
721   flagImpact            flagImpactHL          1.000000
In [ ]:
 
In [75]:
sns.catplot(y='ProductType', x='CreditScoreSchemeID',hue='flagbad',data=df)
Out[75]:
<seaborn.axisgrid.FacetGrid at 0x230f4e49040>
In [81]:
from dython.nominal import associations
dytkor=associations(df, nominal_columns=['PersonalType', 'Gender', 'MaritalStatus', 'ResidenceCompanyCity',
       'HomeCompanyStatus', 'CompanyCity', 'Pekerjaan', 'Pendidikan',
       'Wayofpayment', 'ProductType', 'UsedNew', 'GroupProductId',
       'PurposeOfFinancingID', 'applicationsource', 'FirstInstallment',
       'AssetCategory', 'AssetUsage', 'MainCoverage',
         'Bidang_usaha', 'flagImpact',
        'CreditScoringResult', 'Autoapprovalresult',
        'CreditScoreSchemeID', 'isoveride', 'ProductOffering',
       'AutoApprovalFailed',  'SektorEkonomi', 'SupplierId',
       'SupplierName', 'SupplierAssetStatus', 
       'InstallmentScheme', 'AssetType', 'AssetCategoryId', 
        'MadeIn', 'isKPM', 'Jenis_KPM',
        'jenispinjaman',  'FlagNegCust',
       'FlagRO'], numerical_columns=['IsSyariah','NTFIDR','numofassetunit','Pendapatan','flagImpactHL'
,'Creditscore','DPPercentage','CAMOSObligorExposure','FlagMerkPopular','jmltunggakanpokok','jmltunggakanhari'
,'flagbad'],figsize=(100,100) , cmap ="YlGnBu")
dytkor
Out[81]:
{'corr':                       PersonalType    Gender  MaritalStatus  \
 PersonalType          1.000000      0.068578  0.054915        
 Gender                0.068578      1.000000  0.246660        
 MaritalStatus         0.054915      0.246660  1.000000        
 ResidenceCompanyCity  0.169641      0.089886  0.063150        
 HomeCompanyStatus     0.090190      0.063756  0.187369        
 CompanyCity           0.192872      0.106947  0.055822        
 Pekerjaan             0.791722      0.199579  0.093481        
 Pendidikan            0.269019      0.074209  0.033030        
 Wayofpayment          0.053340      0.029217  0.007442        
 IsSyariah             0.008138      0.012203  0.016482        
 ProductType           0.049403      0.021748  0.022810        
 UsedNew               0.040394      0.020360  0.006622        
 GroupProductId        0.029413      0.014497  0.006777        
 PurposeOfFinancingID  0.085375      0.027220  0.012457        
 applicationsource     0.014549      0.004717  0.004305        
 FirstInstallment      0.082748      0.024546  0.031257        
 AssetCategory         0.141605      0.088184  0.044482        
 AssetUsage            0.113565      0.031443  0.014233        
 MainCoverage          0.075101      0.014219  0.009774        
 NTFIDR                0.153840      0.059647  0.025327        
 numofassetunit        0.004025      0.002391  0.001539        
 Pendapatan            0.137348      0.035059  0.013457        
 Bidang_usaha          0.507554      0.210483  0.069812        
 flagImpact            0.174502      0.031393  0.059484        
 flagImpactHL          0.174539      0.031512  0.059704        
 CreditScoringResult   0.045689      0.008344  0.029242        
 Autoapprovalresult    0.031194      0.010659  0.021772        
 Creditscore           0.061215      0.032553  0.027892        
 CreditScoreSchemeID   0.019189      0.009695  0.024626        
 isoveride             0.041064      0.010638  0.033147        
 ProductOffering       0.160697      0.066797  0.045711        
 AutoApprovalFailed    0.204637      0.072601  0.056158        
 DPPercentage          0.037734      0.008598  0.024127        
 SektorEkonomi         0.063457      0.018294  0.000000        
 SupplierId            0.202739      0.112679  0.063732        
 SupplierName          0.197431      0.110996  0.066875        
 SupplierAssetStatus   0.050098      0.025414  0.007592        
 CAMOSObligorExposure  0.083048      0.029577  0.026090        
 InstallmentScheme     0.029963      0.009389  0.005796        
 AssetType             0.000000      0.005553  0.000000        
 AssetCategoryId       0.141608      0.088202  0.044499        
 FlagMerkPopular       0.126452      0.047045  0.010250        
 AssetCategoryName     0.000000      0.000000  0.000000        
 MadeIn                0.050314      0.040091  0.013291        
 isKPM                 0.041445      0.009013  0.004711        
 Jenis_KPM             0.029816      0.009890  0.004660        
 jmltunggakanpokok     0.014861      0.001652  0.002944        
 jenispinjaman         0.141137      0.042061  0.047339        
 jmltunggakanhari      0.004884      0.001547  0.001776        
 FlagNegCust           0.019384      0.011512  0.008106        
 FlagRO                0.164228      0.060120  0.061396        
 flagbad               0.041384      0.004930  0.029955        
 
                       ResidenceCompanyCity  HomeCompanyStatus  CompanyCity  \
 PersonalType          0.169641              0.090190           0.192872      
 Gender                0.089886              0.063756           0.106947      
 MaritalStatus         0.063150              0.187369           0.055822      
 ResidenceCompanyCity  1.000000              0.127508           0.659491      
 HomeCompanyStatus     0.127508              1.000000           0.107622      
 CompanyCity           0.659491              0.107622           1.000000      
 Pekerjaan             0.064969              0.113109           0.097913      
 Pendidikan            0.117949              0.033544           0.114743      
 Wayofpayment          0.151988              0.015648           0.138175      
 IsSyariah             0.282842              0.011476           0.260087      
 ProductType           0.156620              0.014405           0.146402      
 UsedNew               0.096819              0.008783           0.081722      
 GroupProductId        0.151190              0.008783           0.129567      
 PurposeOfFinancingID  0.119943              0.011613           0.151164      
 applicationsource     0.189674              0.021047           0.175025      
 FirstInstallment      0.309744              0.043527           0.291786      
 AssetCategory         0.085712              0.046040           0.109335      
 AssetUsage            0.230147              0.019212           0.245749      
 MainCoverage          0.266045              0.018116           0.236839      
 NTFIDR                0.188847              0.066607           0.147842      
 numofassetunit        0.014316              0.001836           0.018053      
 Pendapatan            0.114132              0.027066           0.098882      
 Bidang_usaha          0.114174              0.083582           0.128032      
 flagImpact            0.149497              0.068653           0.169702      
 flagImpactHL          0.160404              0.068843           0.183078      
 CreditScoringResult   0.154213              0.040480           0.146959      
 Autoapprovalresult    0.129503              0.029381           0.120250      
 Creditscore           0.157425              0.049770           0.152863      
 CreditScoreSchemeID   0.133980              0.020983           0.133448      
 isoveride             0.142622              0.030226           0.138045      
 ProductOffering       0.092959              0.055709           0.060766      
 AutoApprovalFailed    0.161751              0.314441           0.137474      
 DPPercentage          0.145724              0.089251           0.142914      
 SektorEkonomi         0.000000              0.037123           0.000000      
 SupplierId            0.284050              0.132494           0.216926      
 SupplierName          0.271788              0.127010           0.207938      
 SupplierAssetStatus   0.136593              0.015379           0.121867      
 CAMOSObligorExposure  0.239520              0.028602           0.285009      
 InstallmentScheme     0.098931              0.008392           0.093218      
 AssetType             0.000000              0.000000           0.000000      
 AssetCategoryId       0.085711              0.046035           0.109334      
 FlagMerkPopular       0.182026              0.023431           0.180348      
 AssetCategoryName     0.000000              0.000000           0.000000      
 MadeIn                0.055727              0.020829           0.038769      
 isKPM                 0.210407              0.015273           0.177532      
 Jenis_KPM             0.169875              0.010851           0.133343      
 jmltunggakanpokok     0.032249              0.003060           0.034736      
 jenispinjaman         0.168782              0.045349           0.160580      
 jmltunggakanhari      0.020906              0.003348           0.024218      
 FlagNegCust           0.036937              0.007579           0.000000      
 FlagRO                0.155597              0.070483           0.132406      
 flagbad               0.190440              0.032954           0.192121      
 
                       Pekerjaan  Pendidikan  Wayofpayment  IsSyariah  \
 PersonalType          0.791722   0.269019    0.053340      0.008138    
 Gender                0.199579   0.074209    0.029217      0.012203    
 MaritalStatus         0.093481   0.033030    0.007442      0.016482    
 ResidenceCompanyCity  0.064969   0.117949    0.151988      0.282842    
 HomeCompanyStatus     0.113109   0.033544    0.015648      0.011476    
 CompanyCity           0.097913   0.114743    0.138175      0.260087    
 Pekerjaan             1.000000   0.186850    0.062762      0.044997    
 Pendidikan            0.186850   1.000000    0.019973      0.021526    
 Wayofpayment          0.062762   0.019973    1.000000      0.034519    
 IsSyariah             0.044997   0.021526    0.034519      1.000000    
 ProductType           0.053420   0.027635    0.096517      0.999009    
 UsedNew               0.054365   0.009851    0.028429      0.011128    
 GroupProductId        0.020137   0.009473    0.188667      0.986135    
 PurposeOfFinancingID  0.084774   0.044528    0.040780      0.012934    
 applicationsource     0.051522   0.021871    0.025719      0.026065    
 FirstInstallment      0.124924   0.069382    0.061937      0.044529    
 AssetCategory         0.051311   0.048262    0.084764      0.042986    
 AssetUsage            0.116297   0.106181    0.025025      0.014766    
 MainCoverage          0.110142   0.029050    0.074127      0.053032    
 NTFIDR                0.168560   0.053951    0.138798      0.009904    
 numofassetunit        0.004290   0.005268    0.044597     -0.000423    
 Pendapatan            0.135714   0.028457    0.083293     -0.003551    
 Bidang_usaha          0.197107   0.146335    0.052135      0.034416    
 flagImpact            0.212504   0.150716    0.007745      0.005647    
 flagImpactHL          0.214104   0.150911    0.008551      0.005647    
 CreditScoringResult   0.098941   0.045114    0.085552      0.059482    
 Autoapprovalresult    0.074765   0.032274    0.063884      0.060771    
 Creditscore           0.106303   0.039989    0.056749      0.058625    
 CreditScoreSchemeID   0.065139   0.027875    0.111292      0.088535    
 isoveride             0.091526   0.045049    0.046697      0.021499    
 ProductOffering       0.027599   0.066131    0.285765      0.999015    
 AutoApprovalFailed    0.152534   0.040659    0.155682      0.164621    
 DPPercentage          0.175551   0.061052    0.084809      0.016981    
 SektorEkonomi         0.022239   0.000000    0.071187      0.069565    
 SupplierId            0.076993   0.132970    0.238093      0.295791    
 SupplierName          0.068144   0.126724    0.228915      0.282730    
 SupplierAssetStatus   0.064509   0.013744    0.053409      0.015572    
 CAMOSObligorExposure  0.105319   0.027398    0.061735     -0.004069    
 InstallmentScheme     0.039600   0.026381    0.036554      0.016387    
 AssetType             0.000000   0.002257    0.000000      0.001691    
 AssetCategoryId       0.051314   0.048262    0.084777      0.042989    
 FlagMerkPopular       0.130277   0.052952    0.062785      0.010807    
 AssetCategoryName     0.000000   0.000000    0.000000      0.000000    
 MadeIn                0.034693   0.025556    0.068332      0.032168    
 isKPM                 0.047162   0.009860    0.264725      0.003425    
 Jenis_KPM             0.042538   0.008024    0.177617      0.004768    
 jmltunggakanpokok     0.016361   0.003862    0.014528      0.001451    
 jenispinjaman         0.097534   0.049661    0.083217      0.066287    
 jmltunggakanhari      0.006133   0.005561    0.003938     -0.001095    
 FlagNegCust           0.034122   0.009694    0.020756      0.000291    
 FlagRO                0.169573   0.042331    0.074919      0.000724    
 flagbad               0.067845   0.049149    0.004539     -0.017503    
 
                       ProductType   UsedNew  GroupProductId  \
 PersonalType          0.049403     0.040394  0.029413         
 Gender                0.021748     0.020360  0.014497         
 MaritalStatus         0.022810     0.006622  0.006777         
 ResidenceCompanyCity  0.156620     0.096819  0.151190         
 HomeCompanyStatus     0.014405     0.008783  0.008783         
 CompanyCity           0.146402     0.081722  0.129567         
 Pekerjaan             0.053420     0.054365  0.020137         
 Pendidikan            0.027635     0.009851  0.009473         
 Wayofpayment          0.096517     0.028429  0.188667         
 IsSyariah             0.999009     0.011128  0.986135         
 ProductType           1.000000     0.360826  0.632876         
 UsedNew               0.360826     1.000000  0.025008         
 GroupProductId        0.632876     0.025008  1.000000         
 PurposeOfFinancingID  0.659626     0.015438  0.073785         
 applicationsource     0.067676     0.090090  0.151675         
 FirstInstallment      0.254570     0.061561  0.043569         
 AssetCategory         0.249071     0.167487  0.098417         
 AssetUsage            0.475956     0.014784  0.044863         
 MainCoverage          0.144123     0.109604  0.108836         
 NTFIDR                0.158636     0.100385  0.025750         
 numofassetunit        0.067788     0.000512  0.471394         
 Pendapatan            0.014706     0.052064  0.029495         
 Bidang_usaha          0.048728     0.108703  0.035566         
 flagImpact            0.024381     0.046450  0.030049         
 flagImpactHL          0.025176     0.046569  0.030590         
 CreditScoringResult   0.222666     0.016738  0.061670         
 Autoapprovalresult    0.180831     0.018315  0.044779         
 Creditscore           0.547717     0.014583  0.067867         
 CreditScoreSchemeID   0.385404     0.048788  0.064823         
 isoveride             0.424935     0.025243  0.053886         
 ProductOffering       0.930393     0.996371  0.996097         
 AutoApprovalFailed    0.247871     0.417912  0.090505         
 DPPercentage          0.103205     0.022280  0.022141         
 SektorEkonomi         0.120780     0.104722  0.228160         
 SupplierId            0.503101     0.877460  0.315114         
 SupplierName          0.499100     0.878134  0.314228         
 SupplierAssetStatus   0.287885     0.784129  0.025296         
 CAMOSObligorExposure  0.032670     0.091378  0.029366         
 InstallmentScheme     0.029496     0.026440  0.010691         
 AssetType             0.015589     0.009040  0.058568         
 AssetCategoryId       0.249069     0.167491  0.098417         
 FlagMerkPopular       0.286143     0.099019  0.037707         
 AssetCategoryName     0.000000     0.000000  0.000000         
 MadeIn                0.071475     0.190845  0.090107         
 isKPM                 0.085709     0.023941  0.993548         
 Jenis_KPM             0.061328     0.024359  0.658983         
 jmltunggakanpokok     0.013495     0.016790  0.002662         
 jenispinjaman         0.148686     0.025518  0.034783         
 jmltunggakanhari      0.031406     0.001270  0.002202         
 FlagNegCust           0.034325     0.038234  0.000000         
 FlagRO                0.123057     0.156694  0.045149         
 flagbad               0.042610     0.005724  0.025399         
 
                       PurposeOfFinancingID  applicationsource  \
 PersonalType          0.085375              0.014549            
 Gender                0.027220              0.004717            
 MaritalStatus         0.012457              0.004305            
 ResidenceCompanyCity  0.119943              0.189674            
 HomeCompanyStatus     0.011613              0.021047            
 CompanyCity           0.151164              0.175025            
 Pekerjaan             0.084774              0.051522            
 Pendidikan            0.044528              0.021871            
 Wayofpayment          0.040780              0.025719            
 IsSyariah             0.012934              0.026065            
 ProductType           0.659626              0.067676            
 UsedNew               0.015438              0.090090            
 GroupProductId        0.073785              0.151675            
 PurposeOfFinancingID  1.000000              0.019048            
 applicationsource     0.019048              1.000000            
 FirstInstallment      0.012697              0.054618            
 AssetCategory         0.600105              0.035574            
 AssetUsage            0.520606              0.011695            
 MainCoverage          0.081169              0.077337            
 NTFIDR                0.036179              0.026951            
 numofassetunit        0.031455              0.060139            
 Pendapatan            0.033104              0.006776            
 Bidang_usaha          0.069356              0.052297            
 flagImpact            0.003626              0.010485            
 flagImpactHL          0.004499              0.011386            
 CreditScoringResult   0.026283              0.083922            
 Autoapprovalresult    0.030272              0.065412            
 Creditscore           0.052560              0.031978            
 CreditScoreSchemeID   0.079203              0.073810            
 isoveride             0.010242              0.015344            
 ProductOffering       0.982492              0.247507            
 AutoApprovalFailed    0.175260              0.120573            
 DPPercentage          0.008700              0.024234            
 SektorEkonomi         0.099668              0.074549            
 SupplierId            0.432605              0.366539            
 SupplierName          0.421966              0.352146            
 SupplierAssetStatus   0.059176              0.059441            
 CAMOSObligorExposure  0.059242              0.017810            
 InstallmentScheme     0.025216              0.016588            
 AssetType             0.000000              0.005400            
 AssetCategoryId       0.600106              0.035573            
 FlagMerkPopular       0.469964              0.010192            
 AssetCategoryName     0.000000              0.000000            
 MadeIn                0.118999              0.028046            
 isKPM                 0.024139              0.254432            
 Jenis_KPM             0.025105              0.173307            
 jmltunggakanpokok     0.002704              0.001195            
 jenispinjaman         0.038900              0.063134            
 jmltunggakanhari      0.013594              0.003025            
 FlagNegCust           0.004441              0.005274            
 FlagRO                0.057380              0.021070            
 flagbad               0.014663              0.013300            
 
                       FirstInstallment  AssetCategory  AssetUsage  \
 PersonalType          0.082748          0.141605       0.113565     
 Gender                0.024546          0.088184       0.031443     
 MaritalStatus         0.031257          0.044482       0.014233     
 ResidenceCompanyCity  0.309744          0.085712       0.230147     
 HomeCompanyStatus     0.043527          0.046040       0.019212     
 CompanyCity           0.291786          0.109335       0.245749     
 Pekerjaan             0.124924          0.051311       0.116297     
 Pendidikan            0.069382          0.048262       0.106181     
 Wayofpayment          0.061937          0.084764       0.025025     
 IsSyariah             0.044529          0.042986       0.014766     
 ProductType           0.254570          0.249071       0.475956     
 UsedNew               0.061561          0.167487       0.014784     
 GroupProductId        0.043569          0.098417       0.044863     
 PurposeOfFinancingID  0.012697          0.600105       0.520606     
 applicationsource     0.054618          0.035574       0.011695     
 FirstInstallment      1.000000          0.237962       0.110793     
 AssetCategory         0.237962          1.000000       0.907127     
 AssetUsage            0.110793          0.907127       1.000000     
 MainCoverage          0.002433          0.341047       0.095760     
 NTFIDR                0.124891          0.538503       0.053195     
 numofassetunit        0.001680          0.172737       0.024650     
 Pendapatan            0.041941          0.128261       0.007152     
 Bidang_usaha          0.106773          0.049431       0.110566     
 flagImpact            0.074972          0.169354       0.025152     
 flagImpactHL          0.075033          0.169721       0.025329     
 CreditScoringResult   0.135138          0.162784       0.061656     
 Autoapprovalresult    0.146171          0.119316       0.065887     
 Creditscore           0.122179          0.223330       0.000495     
 CreditScoreSchemeID   0.401168          0.146957       0.097420     
 isoveride             0.052787          0.168410       0.098078     
 ProductOffering       0.989325          0.461776       0.898134     
 AutoApprovalFailed    0.285372          0.098102       0.171784     
 DPPercentage          0.118582          0.102813       0.040039     
 SektorEkonomi         0.246071          0.092747       0.064035     
 SupplierId            0.431353          0.453873       0.492453     
 SupplierName          0.420950          0.447485       0.485809     
 SupplierAssetStatus   0.073712          0.132703       0.011737     
 CAMOSObligorExposure  0.036972          0.186748       0.031465     
 InstallmentScheme     0.210387          0.137283       0.032500     
 AssetType             0.004226          0.999941       0.000000     
 AssetCategoryId       0.237958          0.999989       0.907127     
 FlagMerkPopular       0.028474          0.670148       0.546157     
 AssetCategoryName     0.000000          0.000000       0.000000     
 MadeIn                0.097113          0.210098       0.042851     
 isKPM                 0.000000          0.037458       0.005909     
 Jenis_KPM             0.017815          0.030926       0.004778     
 jmltunggakanpokok     0.007796          0.039722       0.007234     
 jenispinjaman         0.106592          0.068957       0.049959     
 jmltunggakanhari      0.003819          0.016460       0.010315     
 FlagNegCust           0.015285          0.046015       0.000000     
 FlagRO                0.109148          0.170072       0.025151     
 flagbad               0.164068          0.084494       0.065892     
 
                       MainCoverage    NTFIDR  numofassetunit  Pendapatan  \
 PersonalType          0.075101      0.153840  0.004025        0.137348     
 Gender                0.014219      0.059647  0.002391        0.035059     
 MaritalStatus         0.009774      0.025327  0.001539        0.013457     
 ResidenceCompanyCity  0.266045      0.188847  0.014316        0.114132     
 HomeCompanyStatus     0.018116      0.066607  0.001836        0.027066     
 CompanyCity           0.236839      0.147842  0.018053        0.098882     
 Pekerjaan             0.110142      0.168560  0.004290        0.135714     
 Pendidikan            0.029050      0.053951  0.005268        0.028457     
 Wayofpayment          0.074127      0.138798  0.044597        0.083293     
 IsSyariah             0.053032      0.009904 -0.000423       -0.003551     
 ProductType           0.144123      0.158636  0.067788        0.014706     
 UsedNew               0.109604      0.100385  0.000512        0.052064     
 GroupProductId        0.108836      0.025750  0.471394        0.029495     
 PurposeOfFinancingID  0.081169      0.036179  0.031455        0.033104     
 applicationsource     0.077337      0.026951  0.060139        0.006776     
 FirstInstallment      0.002433      0.124891  0.001680        0.041941     
 AssetCategory         0.341047      0.538503  0.172737        0.128261     
 AssetUsage            0.095760      0.053195  0.024650        0.007152     
 MainCoverage          1.000000      0.082325  0.002045        0.048791     
 NTFIDR                0.082325      1.000000  0.020331        0.234140     
 numofassetunit        0.002045      0.020331  1.000000        0.000890     
 Pendapatan            0.048791      0.234140  0.000890        1.000000     
 Bidang_usaha          0.122611      0.132488  0.009337        0.112050     
 flagImpact            0.116348      0.132664  0.002921        0.024812     
 flagImpactHL          0.116404      0.132664 -0.002921        0.024812     
 CreditScoringResult   0.092156      0.108212  0.000158        0.027085     
 Autoapprovalresult    0.069774      0.110633  0.000408        0.026944     
 Creditscore           0.018207      0.077936  0.001156       -0.001316     
 CreditScoreSchemeID   0.156243      0.171134  0.003871        0.016687     
 isoveride             0.036321      0.014204  0.001031        0.030272     
 ProductOffering       0.616052      0.405594  0.763759        0.151645     
 AutoApprovalFailed    0.243721      0.407773  0.015321        0.133032     
 DPPercentage          0.138469     -0.137529 -0.002950       -0.011807     
 SektorEkonomi         0.088003      0.122004  0.324425        0.052521     
 SupplierId            0.521484      0.684469  0.749996        0.289538     
 SupplierName          0.512741      0.682062  0.749996        0.287367     
 SupplierAssetStatus   0.066026      0.233532  0.000735        0.109389     
 CAMOSObligorExposure  0.081171      0.292382  0.015426        0.240766     
 InstallmentScheme     0.225332      0.023204  0.014554        0.019578     
 AssetType             0.455647      0.021893  0.000053        0.005533     
 AssetCategoryId       0.341057      0.538495  0.172737        0.128258     
 FlagMerkPopular       0.100221     -0.273718 -0.008265       -0.088077     
 AssetCategoryName     0.000000      0.000000  0.000000        0.000000     
 MadeIn                0.068762      0.596401  0.408239        0.136997     
 isKPM                 0.054374      0.016281  0.000750        0.029422     
 Jenis_KPM             0.036167      0.044270  0.000732        0.034763     
 jmltunggakanpokok     0.001336      0.030255 -0.000127        0.022693     
 jenispinjaman         0.102522      0.104847  0.003564        0.048995     
 jmltunggakanhari      0.005311      0.000187 -0.000034       -0.000193     
 FlagNegCust           0.018094      0.064651  0.000249        0.043973     
 FlagRO                0.091547      0.181048  0.008613        0.123430     
 flagbad               0.031757      0.008597 -0.001234        0.001221     
 
                       Bidang_usaha  flagImpact  flagImpactHL  \
 PersonalType          0.507554      0.174502    0.174539       
 Gender                0.210483      0.031393    0.031512       
 MaritalStatus         0.069812      0.059484    0.059704       
 ResidenceCompanyCity  0.114174      0.149497    0.160404       
 HomeCompanyStatus     0.083582      0.068653    0.068843       
 CompanyCity           0.128032      0.169702    0.183078       
 Pekerjaan             0.197107      0.212504    0.214104       
 Pendidikan            0.146335      0.150716    0.150911       
 Wayofpayment          0.052135      0.007745    0.008551       
 IsSyariah             0.034416      0.005647    0.005647       
 ProductType           0.048728      0.024381    0.025176       
 UsedNew               0.108703      0.046450    0.046569       
 GroupProductId        0.035566      0.030049    0.030590       
 PurposeOfFinancingID  0.069356      0.003626    0.004499       
 applicationsource     0.052297      0.010485    0.011386       
 FirstInstallment      0.106773      0.074972    0.075033       
 AssetCategory         0.049431      0.169354    0.169721       
 AssetUsage            0.110566      0.025152    0.025329       
 MainCoverage          0.122611      0.116348    0.116404       
 NTFIDR                0.132488      0.132664    0.132664       
 numofassetunit        0.009337      0.002921   -0.002921       
 Pendapatan            0.112050      0.024812    0.024812       
 Bidang_usaha          1.000000      0.548762    0.549239       
 flagImpact            0.548762      1.000000    1.000000       
 flagImpactHL          0.549239      1.000000    1.000000       
 CreditScoringResult   0.067604      0.008077    0.008487       
 Autoapprovalresult    0.051420      0.007829    0.008627       
 Creditscore           0.067131      0.009915   -0.009915       
 CreditScoreSchemeID   0.056905      0.026149    0.026769       
 isoveride             0.069344      0.027184    0.027318       
 ProductOffering       0.067067      0.145919    0.167116       
 AutoApprovalFailed    0.070147      0.117709    0.118431       
 DPPercentage          0.117157      0.030396    0.030396       
 SektorEkonomi         0.030282      0.076761    0.084183       
 SupplierId            0.140200      0.228710    0.263699       
 SupplierName          0.133475      0.224058    0.255945       
 SupplierAssetStatus   0.093308      0.058826    0.058937       
 CAMOSObligorExposure  0.183001      0.064282    0.064282       
 InstallmentScheme     0.053627      0.032705    0.032905       
 AssetType             0.014354      0.012622    0.013342       
 AssetCategoryId       0.049427      0.169339    0.169706       
 FlagMerkPopular       0.104593      0.037524   -0.037524       
 AssetCategoryName     0.000000      0.000000    0.000000       
 MadeIn                0.035340      0.093202    0.093588       
 isKPM                 0.074570      0.029237    0.029382       
 Jenis_KPM             0.054190      0.028935    0.029160       
 jmltunggakanpokok     0.020517      0.007346    0.007346       
 jenispinjaman         0.082558      0.058806    0.059250       
 jmltunggakanhari      0.012642      0.000520   -0.000520       
 FlagNegCust           0.031744      0.020272    0.020531       
 FlagRO                0.143688      0.131040    0.131083       
 flagbad               0.067568      0.006297   -0.006297       
 
                       CreditScoringResult  Autoapprovalresult  Creditscore  \
 PersonalType          0.045689             0.031194            0.061215      
 Gender                0.008344             0.010659            0.032553      
 MaritalStatus         0.029242             0.021772            0.027892      
 ResidenceCompanyCity  0.154213             0.129503            0.157425      
 HomeCompanyStatus     0.040480             0.029381            0.049770      
 CompanyCity           0.146959             0.120250            0.152863      
 Pekerjaan             0.098941             0.074765            0.106303      
 Pendidikan            0.045114             0.032274            0.039989      
 Wayofpayment          0.085552             0.063884            0.056749      
 IsSyariah             0.059482             0.060771            0.058625      
 ProductType           0.222666             0.180831            0.547717      
 UsedNew               0.016738             0.018315            0.014583      
 GroupProductId        0.061670             0.044779            0.067867      
 PurposeOfFinancingID  0.026283             0.030272            0.052560      
 applicationsource     0.083922             0.065412            0.031978      
 FirstInstallment      0.135138             0.146171            0.122179      
 AssetCategory         0.162784             0.119316            0.223330      
 AssetUsage            0.061656             0.065887            0.000495      
 MainCoverage          0.092156             0.069774            0.018207      
 NTFIDR                0.108212             0.110633            0.077936      
 numofassetunit        0.000158             0.000408            0.001156      
 Pendapatan            0.027085             0.026944           -0.001316      
 Bidang_usaha          0.067604             0.051420            0.067131      
 flagImpact            0.008077             0.007829            0.009915      
 flagImpactHL          0.008487             0.008627           -0.009915      
 CreditScoringResult   1.000000             0.981800            0.543681      
 Autoapprovalresult    0.981800             1.000000            0.561009      
 Creditscore           0.543681             0.561009            1.000000      
 CreditScoreSchemeID   0.359811             0.274615            0.602001      
 isoveride             0.425303             0.409169            0.320186      
 ProductOffering       0.657989             0.486364            0.896970      
 AutoApprovalFailed    0.812628             0.582221            0.679473      
 DPPercentage          0.000498             0.014447            0.032514      
 SektorEkonomi         0.202033             0.164042            0.136730      
 SupplierId            0.329077             0.253755            0.444994      
 SupplierName          0.319059             0.247583            0.431842      
 SupplierAssetStatus   0.016413             0.014097            0.037194      
 CAMOSObligorExposure  0.066247             0.065961            0.031932      
 InstallmentScheme     0.070307             0.051329            0.192978      
 AssetType             0.005611             0.006920            0.008240      
 AssetCategoryId       0.162754             0.119295            0.223297      
 FlagMerkPopular       0.003817             0.012864           -0.019300      
 AssetCategoryName     0.000000             0.000000            0.000000      
 MadeIn                0.119484             0.085286            0.102667      
 isKPM                 0.011022             0.014916            0.034341      
 Jenis_KPM             0.012730             0.011234            0.031614      
 jmltunggakanpokok     0.010055             0.010806            0.014062      
 jenispinjaman         0.354382             0.256082            0.471498      
 jmltunggakanhari      0.001979             0.003964            0.003923      
 FlagNegCust           0.007499             0.007930            0.012523      
 FlagRO                0.092968             0.094005            0.082133      
 flagbad               0.056378             0.058069           -0.022055      
 
                       CreditScoreSchemeID  isoveride  ProductOffering  \
 PersonalType          0.019189             0.041064   0.160697          
 Gender                0.009695             0.010638   0.066797          
 MaritalStatus         0.024626             0.033147   0.045711          
 ResidenceCompanyCity  0.133980             0.142622   0.092959          
 HomeCompanyStatus     0.020983             0.030226   0.055709          
 CompanyCity           0.133448             0.138045   0.060766          
 Pekerjaan             0.065139             0.091526   0.027599          
 Pendidikan            0.027875             0.045049   0.066131          
 Wayofpayment          0.111292             0.046697   0.285765          
 IsSyariah             0.088535             0.021499   0.999015          
 ProductType           0.385404             0.424935   0.930393          
 UsedNew               0.048788             0.025243   0.996371          
 GroupProductId        0.064823             0.053886   0.996097          
 PurposeOfFinancingID  0.079203             0.010242   0.982492          
 applicationsource     0.073810             0.015344   0.247507          
 FirstInstallment      0.401168             0.052787   0.989325          
 AssetCategory         0.146957             0.168410   0.461776          
 AssetUsage            0.097420             0.098078   0.898134          
 MainCoverage          0.156243             0.036321   0.616052          
 NTFIDR                0.171134             0.014204   0.405594          
 numofassetunit        0.003871             0.001031   0.763759          
 Pendapatan            0.016687             0.030272   0.151645          
 Bidang_usaha          0.056905             0.069344   0.067067          
 flagImpact            0.026149             0.027184   0.145919          
 flagImpactHL          0.026769             0.027318   0.167116          
 CreditScoringResult   0.359811             0.425303   0.657989          
 Autoapprovalresult    0.274615             0.409169   0.486364          
 Creditscore           0.602001             0.320186   0.896970          
 CreditScoreSchemeID   1.000000             0.380158   0.901405          
 isoveride             0.380158             1.000000   0.529895          
 ProductOffering       0.901405             0.529895   1.000000          
 AutoApprovalFailed    0.355869             0.236210   0.386722          
 DPPercentage          0.128317             0.109126   0.492057          
 SektorEkonomi         0.117169             0.197656   0.152677          
 SupplierId            0.317512             0.316156   0.256202          
 SupplierName          0.306843             0.307449   0.250467          
 SupplierAssetStatus   0.058265             0.054521   0.614986          
 CAMOSObligorExposure  0.032542             0.048663   0.308837          
 InstallmentScheme     0.078152             0.039071   0.873153          
 AssetType             0.014385             0.008943   0.996680          
 AssetCategoryId       0.146952             0.168410   0.461776          
 FlagMerkPopular       0.084840             0.046021   0.713204          
 AssetCategoryName     0.000000             0.000000   0.000000          
 MadeIn                0.089290             0.077341   0.302754          
 isKPM                 0.115029             0.049735   0.996624          
 Jenis_KPM             0.083164             0.047803   0.715849          
 jmltunggakanpokok     0.016967             0.010632   0.139929          
 jenispinjaman         0.193853             0.159162   0.225043          
 jmltunggakanhari      0.007901             0.004768   0.038323          
 FlagNegCust           0.023459             0.020625   0.125351          
 FlagRO                0.073133             0.027263   0.277689          
 flagbad               0.061788             0.070115   0.239819          
 
                       AutoApprovalFailed  DPPercentage  SektorEkonomi  \
 PersonalType          0.204637            0.037734      0.063457        
 Gender                0.072601            0.008598      0.018294        
 MaritalStatus         0.056158            0.024127      0.000000        
 ResidenceCompanyCity  0.161751            0.145724      0.000000        
 HomeCompanyStatus     0.314441            0.089251      0.037123        
 CompanyCity           0.137474            0.142914      0.000000        
 Pekerjaan             0.152534            0.175551      0.022239        
 Pendidikan            0.040659            0.061052      0.000000        
 Wayofpayment          0.155682            0.084809      0.071187        
 IsSyariah             0.164621            0.016981      0.069565        
 ProductType           0.247871            0.103205      0.120780        
 UsedNew               0.417912            0.022280      0.104722        
 GroupProductId        0.090505            0.022141      0.228160        
 PurposeOfFinancingID  0.175260            0.008700      0.099668        
 applicationsource     0.120573            0.024234      0.074549        
 FirstInstallment      0.285372            0.118582      0.246071        
 AssetCategory         0.098102            0.102813      0.092747        
 AssetUsage            0.171784            0.040039      0.064035        
 MainCoverage          0.243721            0.138469      0.088003        
 NTFIDR                0.407773           -0.137529      0.122004        
 numofassetunit        0.015321           -0.002950      0.324425        
 Pendapatan            0.133032           -0.011807      0.052521        
 Bidang_usaha          0.070147            0.117157      0.030282        
 flagImpact            0.117709            0.030396      0.076761        
 flagImpactHL          0.118431            0.030396      0.084183        
 CreditScoringResult   0.812628            0.000498      0.202033        
 Autoapprovalresult    0.582221            0.014447      0.164042        
 Creditscore           0.679473            0.032514      0.136730        
 CreditScoreSchemeID   0.355869            0.128317      0.117169        
 isoveride             0.236210            0.109126      0.197656        
 ProductOffering       0.386722            0.492057      0.152677        
 AutoApprovalFailed    1.000000            0.409457      0.097014        
 DPPercentage          0.409457            1.000000      0.103659        
 SektorEkonomi         0.097014            0.103659      1.000000        
 SupplierId            0.303180            0.222635      0.185506        
 SupplierName          0.296139            0.212315      0.179366        
 SupplierAssetStatus   0.250719            0.027338      0.076251        
 CAMOSObligorExposure  0.234935           -0.001696      0.058380        
 InstallmentScheme     0.137661            0.092258      0.038326        
 AssetType             0.057484            0.004011      0.070787        
 AssetCategoryId       0.098102            0.102811      0.092745        
 FlagMerkPopular       0.287007            0.011370      0.081057        
 AssetCategoryName     0.000000            0.000000      0.000000        
 MadeIn                0.201505            0.035257      0.095476        
 isKPM                 0.112088            0.013402      0.000000        
 Jenis_KPM             0.082259            0.011836      0.000000        
 jmltunggakanpokok     0.070528            0.002473      0.023346        
 jenispinjaman         0.218435            0.057952      0.078270        
 jmltunggakanhari      0.025209            0.001882      0.159878        
 FlagNegCust           0.078362            0.000937      0.059354        
 FlagRO                0.286012            0.007710      0.106228        
 flagbad               0.091846           -0.108940      0.105065        
 
                       SupplierId  SupplierName  SupplierAssetStatus  \
 PersonalType          0.202739    0.197431      0.050098              
 Gender                0.112679    0.110996      0.025414              
 MaritalStatus         0.063732    0.066875      0.007592              
 ResidenceCompanyCity  0.284050    0.271788      0.136593              
 HomeCompanyStatus     0.132494    0.127010      0.015379              
 CompanyCity           0.216926    0.207938      0.121867              
 Pekerjaan             0.076993    0.068144      0.064509              
 Pendidikan            0.132970    0.126724      0.013744              
 Wayofpayment          0.238093    0.228915      0.053409              
 IsSyariah             0.295791    0.282730      0.015572              
 ProductType           0.503101    0.499100      0.287885              
 UsedNew               0.877460    0.878134      0.784129              
 GroupProductId        0.315114    0.314228      0.025296              
 PurposeOfFinancingID  0.432605    0.421966      0.059176              
 applicationsource     0.366539    0.352146      0.059441              
 FirstInstallment      0.431353    0.420950      0.073712              
 AssetCategory         0.453873    0.447485      0.132703              
 AssetUsage            0.492453    0.485809      0.011737              
 MainCoverage          0.521484    0.512741      0.066026              
 NTFIDR                0.684469    0.682062      0.233532              
 numofassetunit        0.749996    0.749996      0.000735              
 Pendapatan            0.289538    0.287367      0.109389              
 Bidang_usaha          0.140200    0.133475      0.093308              
 flagImpact            0.228710    0.224058      0.058826              
 flagImpactHL          0.263699    0.255945      0.058937              
 CreditScoringResult   0.329077    0.319059      0.016413              
 Autoapprovalresult    0.253755    0.247583      0.014097              
 Creditscore           0.444994    0.431842      0.037194              
 CreditScoreSchemeID   0.317512    0.306843      0.058265              
 isoveride             0.316156    0.307449      0.054521              
 ProductOffering       0.256202    0.250467      0.614986              
 AutoApprovalFailed    0.303180    0.296139      0.250719              
 DPPercentage          0.222635    0.212315      0.027338              
 SektorEkonomi         0.185506    0.179366      0.076251              
 SupplierId            1.000000    0.999023      0.991354              
 SupplierName          0.999023    1.000000      0.981849              
 SupplierAssetStatus   0.991354    0.981849      1.000000              
 CAMOSObligorExposure  0.480433    0.478415      0.165822              
 InstallmentScheme     0.229457    0.222767      0.023036              
 AssetType             0.952029    0.953038      0.012950              
 AssetCategoryId       0.453874    0.447486      0.132698              
 FlagMerkPopular       0.634445    0.630039      0.112391              
 AssetCategoryName     0.000000    0.000000      0.000000              
 MadeIn                0.878981    0.874286      0.128385              
 isKPM                 0.241600    0.237856      0.033730              
 Jenis_KPM             0.200004    0.197762      0.023754              
 jmltunggakanpokok     0.195960    0.190712      0.020500              
 jenispinjaman         0.201188    0.195557      0.034356              
 jmltunggakanhari      0.083529    0.064744      0.001787              
 FlagNegCust           0.224709    0.224257      0.034906              
 FlagRO                0.298072    0.295022      0.164575              
 flagbad               0.248159    0.240263      0.009488              
 
                       CAMOSObligorExposure  InstallmentScheme  AssetType  \
 PersonalType          0.083048              0.029963           0.000000    
 Gender                0.029577              0.009389           0.005553    
 MaritalStatus         0.026090              0.005796           0.000000    
 ResidenceCompanyCity  0.239520              0.098931           0.000000    
 HomeCompanyStatus     0.028602              0.008392           0.000000    
 CompanyCity           0.285009              0.093218           0.000000    
 Pekerjaan             0.105319              0.039600           0.000000    
 Pendidikan            0.027398              0.026381           0.002257    
 Wayofpayment          0.061735              0.036554           0.000000    
 IsSyariah            -0.004069              0.016387           0.001691    
 ProductType           0.032670              0.029496           0.015589    
 UsedNew               0.091378              0.026440           0.009040    
 GroupProductId        0.029366              0.010691           0.058568    
 PurposeOfFinancingID  0.059242              0.025216           0.000000    
 applicationsource     0.017810              0.016588           0.005400    
 FirstInstallment      0.036972              0.210387           0.004226    
 AssetCategory         0.186748              0.137283           0.999941    
 AssetUsage            0.031465              0.032500           0.000000    
 MainCoverage          0.081171              0.225332           0.455647    
 NTFIDR                0.292382              0.023204           0.021893    
 numofassetunit        0.015426              0.014554           0.000053    
 Pendapatan            0.240766              0.019578           0.005533    
 Bidang_usaha          0.183001              0.053627           0.014354    
 flagImpact            0.064282              0.032705           0.012622    
 flagImpactHL          0.064282              0.032905           0.013342    
 CreditScoringResult   0.066247              0.070307           0.005611    
 Autoapprovalresult    0.065961              0.051329           0.006920    
 Creditscore           0.031932              0.192978           0.008240    
 CreditScoreSchemeID   0.032542              0.078152           0.014385    
 isoveride             0.048663              0.039071           0.008943    
 ProductOffering       0.308837              0.873153           0.996680    
 AutoApprovalFailed    0.234935              0.137661           0.057484    
 DPPercentage         -0.001696              0.092258           0.004011    
 SektorEkonomi         0.058380              0.038326           0.070787    
 SupplierId            0.480433              0.229457           0.952029    
 SupplierName          0.478415              0.222767           0.953038    
 SupplierAssetStatus   0.165822              0.023036           0.012950    
 CAMOSObligorExposure  1.000000              0.008716           0.020358    
 InstallmentScheme     0.008716              1.000000           0.176773    
 AssetType             0.020358              0.176773           1.000000    
 AssetCategoryId       0.186749              0.137281           0.999941    
 FlagMerkPopular      -0.124130              0.035636           0.019524    
 AssetCategoryName     0.000000              0.000000           0.000000    
 MadeIn                0.186440              0.026474           0.077760    
 isKPM                 0.027876              0.001497           0.000000    
 Jenis_KPM             0.029555              0.002422           0.006140    
 jmltunggakanpokok     0.036453              0.003878           0.003992    
 jenispinjaman         0.047165              0.047564           0.008701    
 jmltunggakanhari      0.000686              0.000153           0.000137    
 FlagNegCust           0.079917              0.000000           0.008539    
 FlagRO                0.276793              0.042615           0.017157    
 flagbad               0.019856              0.155415           0.003965    
 
                       AssetCategoryId  FlagMerkPopular  AssetCategoryName  \
 PersonalType          0.141608         0.126452         0.0                 
 Gender                0.088202         0.047045         0.0                 
 MaritalStatus         0.044499         0.010250         0.0                 
 ResidenceCompanyCity  0.085711         0.182026         0.0                 
 HomeCompanyStatus     0.046035         0.023431         0.0                 
 CompanyCity           0.109334         0.180348         0.0                 
 Pekerjaan             0.051314         0.130277         0.0                 
 Pendidikan            0.048262         0.052952         0.0                 
 Wayofpayment          0.084777         0.062785         0.0                 
 IsSyariah             0.042989         0.010807         0.0                 
 ProductType           0.249069         0.286143         0.0                 
 UsedNew               0.167491         0.099019         0.0                 
 GroupProductId        0.098417         0.037707         0.0                 
 PurposeOfFinancingID  0.600106         0.469964         0.0                 
 applicationsource     0.035573         0.010192         0.0                 
 FirstInstallment      0.237958         0.028474         0.0                 
 AssetCategory         0.999989         0.670148         0.0                 
 AssetUsage            0.907127         0.546157         0.0                 
 MainCoverage          0.341057         0.100221         0.0                 
 NTFIDR                0.538495        -0.273718         0.0                 
 numofassetunit        0.172737        -0.008265         0.0                 
 Pendapatan            0.128258        -0.088077         0.0                 
 Bidang_usaha          0.049427         0.104593         0.0                 
 flagImpact            0.169339         0.037524         0.0                 
 flagImpactHL          0.169706        -0.037524         0.0                 
 CreditScoringResult   0.162754         0.003817         0.0                 
 Autoapprovalresult    0.119295         0.012864         0.0                 
 Creditscore           0.223297        -0.019300         0.0                 
 CreditScoreSchemeID   0.146952         0.084840         0.0                 
 isoveride             0.168410         0.046021         0.0                 
 ProductOffering       0.461776         0.713204         0.0                 
 AutoApprovalFailed    0.098102         0.287007         0.0                 
 DPPercentage          0.102811         0.011370         0.0                 
 SektorEkonomi         0.092745         0.081057         0.0                 
 SupplierId            0.453874         0.634445         0.0                 
 SupplierName          0.447486         0.630039         0.0                 
 SupplierAssetStatus   0.132698         0.112391         0.0                 
 CAMOSObligorExposure  0.186749        -0.124130         0.0                 
 InstallmentScheme     0.137281         0.035636         0.0                 
 AssetType             0.999941         0.019524         0.0                 
 AssetCategoryId       1.000000         0.670149         0.0                 
 FlagMerkPopular       0.670149         1.000000         0.0                 
 AssetCategoryName     0.000000         0.000000         0.0                 
 MadeIn                0.210101         0.480379         0.0                 
 isKPM                 0.037458         0.024775         0.0                 
 Jenis_KPM             0.030927         0.036139         0.0                 
 jmltunggakanpokok     0.039720        -0.015177         0.0                 
 jenispinjaman         0.068954         0.046165         0.0                 
 jmltunggakanhari      0.016460         0.001683         0.0                 
 FlagNegCust           0.046017         0.034706         0.0                 
 FlagRO                0.170052         0.109519         0.0                 
 flagbad               0.084490        -0.043524         0.0                 
 
                         MadeIn     isKPM  Jenis_KPM  jmltunggakanpokok  \
 PersonalType          0.050314  0.041445  0.029816   0.014861            
 Gender                0.040091  0.009013  0.009890   0.001652            
 MaritalStatus         0.013291  0.004711  0.004660   0.002944            
 ResidenceCompanyCity  0.055727  0.210407  0.169875   0.032249            
 HomeCompanyStatus     0.020829  0.015273  0.010851   0.003060            
 CompanyCity           0.038769  0.177532  0.133343   0.034736            
 Pekerjaan             0.034693  0.047162  0.042538   0.016361            
 Pendidikan            0.025556  0.009860  0.008024   0.003862            
 Wayofpayment          0.068332  0.264725  0.177617   0.014528            
 IsSyariah             0.032168  0.003425  0.004768   0.001451            
 ProductType           0.071475  0.085709  0.061328   0.013495            
 UsedNew               0.190845  0.023941  0.024359   0.016790            
 GroupProductId        0.090107  0.993548  0.658983   0.002662            
 PurposeOfFinancingID  0.118999  0.024139  0.025105   0.002704            
 applicationsource     0.028046  0.254432  0.173307   0.001195            
 FirstInstallment      0.097113  0.000000  0.017815   0.007796            
 AssetCategory         0.210098  0.037458  0.030926   0.039722            
 AssetUsage            0.042851  0.005909  0.004778   0.007234            
 MainCoverage          0.068762  0.054374  0.036167   0.001336            
 NTFIDR                0.596401  0.016281  0.044270   0.030255            
 numofassetunit        0.408239  0.000750  0.000732  -0.000127            
 Pendapatan            0.136997  0.029422  0.034763   0.022693            
 Bidang_usaha          0.035340  0.074570  0.054190   0.020517            
 flagImpact            0.093202  0.029237  0.028935   0.007346            
 flagImpactHL          0.093588  0.029382  0.029160   0.007346            
 CreditScoringResult   0.119484  0.011022  0.012730   0.010055            
 Autoapprovalresult    0.085286  0.014916  0.011234   0.010806            
 Creditscore           0.102667  0.034341  0.031614   0.014062            
 CreditScoreSchemeID   0.089290  0.115029  0.083164   0.016967            
 isoveride             0.077341  0.049735  0.047803   0.010632            
 ProductOffering       0.302754  0.996624  0.715849   0.139929            
 AutoApprovalFailed    0.201505  0.112088  0.082259   0.070528            
 DPPercentage          0.035257  0.013402  0.011836   0.002473            
 SektorEkonomi         0.095476  0.000000  0.000000   0.023346            
 SupplierId            0.878981  0.241600  0.200004   0.195960            
 SupplierName          0.874286  0.237856  0.197762   0.190712            
 SupplierAssetStatus   0.128385  0.033730  0.023754   0.020500            
 CAMOSObligorExposure  0.186440  0.027876  0.029555   0.036453            
 InstallmentScheme     0.026474  0.001497  0.002422   0.003878            
 AssetType             0.077760  0.000000  0.006140   0.003992            
 AssetCategoryId       0.210101  0.037458  0.030927   0.039720            
 FlagMerkPopular       0.480379  0.024775  0.036139  -0.015177            
 AssetCategoryName     0.000000  0.000000  0.000000   0.000000            
 MadeIn                1.000000  0.034784  0.037122   0.022936            
 isKPM                 0.034784  1.000000  0.936702   0.002159            
 Jenis_KPM             0.037122  0.936702  1.000000   0.001823            
 jmltunggakanpokok     0.022936  0.002159  0.001823   1.000000            
 jenispinjaman         0.037545  0.042582  0.031045   0.047521            
 jmltunggakanhari      0.005170  0.001904  0.001856   0.000567            
 FlagNegCust           0.052618  0.000000  0.000000   0.028987            
 FlagRO                0.125628  0.043738  0.044609   0.022900            
 flagbad               0.034121  0.018241  0.017799   0.009748            
 
                       jenispinjaman  jmltunggakanhari  FlagNegCust    FlagRO  \
 PersonalType          0.141137       0.004884          0.019384     0.164228   
 Gender                0.042061       0.001547          0.011512     0.060120   
 MaritalStatus         0.047339       0.001776          0.008106     0.061396   
 ResidenceCompanyCity  0.168782       0.020906          0.036937     0.155597   
 HomeCompanyStatus     0.045349       0.003348          0.007579     0.070483   
 CompanyCity           0.160580       0.024218          0.000000     0.132406   
 Pekerjaan             0.097534       0.006133          0.034122     0.169573   
 Pendidikan            0.049661       0.005561          0.009694     0.042331   
 Wayofpayment          0.083217       0.003938          0.020756     0.074919   
 IsSyariah             0.066287      -0.001095          0.000291     0.000724   
 ProductType           0.148686       0.031406          0.034325     0.123057   
 UsedNew               0.025518       0.001270          0.038234     0.156694   
 GroupProductId        0.034783       0.002202          0.000000     0.045149   
 PurposeOfFinancingID  0.038900       0.013594          0.004441     0.057380   
 applicationsource     0.063134       0.003025          0.005274     0.021070   
 FirstInstallment      0.106592       0.003819          0.015285     0.109148   
 AssetCategory         0.068957       0.016460          0.046015     0.170072   
 AssetUsage            0.049959       0.010315          0.000000     0.025151   
 MainCoverage          0.102522       0.005311          0.018094     0.091547   
 NTFIDR                0.104847       0.000187          0.064651     0.181048   
 numofassetunit        0.003564      -0.000034          0.000249     0.008613   
 Pendapatan            0.048995      -0.000193          0.043973     0.123430   
 Bidang_usaha          0.082558       0.012642          0.031744     0.143688   
 flagImpact            0.058806       0.000520          0.020272     0.131040   
 flagImpactHL          0.059250      -0.000520          0.020531     0.131083   
 CreditScoringResult   0.354382       0.001979          0.007499     0.092968   
 Autoapprovalresult    0.256082       0.003964          0.007930     0.094005   
 Creditscore           0.471498       0.003923          0.012523     0.082133   
 CreditScoreSchemeID   0.193853       0.007901          0.023459     0.073133   
 isoveride             0.159162       0.004768          0.020625     0.027263   
 ProductOffering       0.225043       0.038323          0.125351     0.277689   
 AutoApprovalFailed    0.218435       0.025209          0.078362     0.286012   
 DPPercentage          0.057952       0.001882          0.000937     0.007710   
 SektorEkonomi         0.078270       0.159878          0.059354     0.106228   
 SupplierId            0.201188       0.083529          0.224709     0.298072   
 SupplierName          0.195557       0.064744          0.224257     0.295022   
 SupplierAssetStatus   0.034356       0.001787          0.034906     0.164575   
 CAMOSObligorExposure  0.047165       0.000686          0.079917     0.276793   
 InstallmentScheme     0.047564       0.000153          0.000000     0.042615   
 AssetType             0.008701       0.000137          0.008539     0.017157   
 AssetCategoryId       0.068954       0.016460          0.046017     0.170052   
 FlagMerkPopular       0.046165       0.001683          0.034706     0.109519   
 AssetCategoryName     0.000000       0.000000          0.000000     0.000000   
 MadeIn                0.037545       0.005170          0.052618     0.125628   
 isKPM                 0.042582       0.001904          0.000000     0.043738   
 Jenis_KPM             0.031045       0.001856          0.000000     0.044609   
 jmltunggakanpokok     0.047521       0.000567          0.028987     0.022900   
 jenispinjaman         1.000000       0.014667          0.018754     0.145757   
 jmltunggakanhari      0.014667       1.000000          0.000726     0.000394   
 FlagNegCust           0.018754       0.000726          1.000000     0.117175   
 FlagRO                0.145757       0.000394          0.117175     1.000000   
 flagbad               0.054035       0.004731          0.202116     0.020050   
 
                        flagbad  
 PersonalType          0.041384  
 Gender                0.004930  
 MaritalStatus         0.029955  
 ResidenceCompanyCity  0.190440  
 HomeCompanyStatus     0.032954  
 CompanyCity           0.192121  
 Pekerjaan             0.067845  
 Pendidikan            0.049149  
 Wayofpayment          0.004539  
 IsSyariah            -0.017503  
 ProductType           0.042610  
 UsedNew               0.005724  
 GroupProductId        0.025399  
 PurposeOfFinancingID  0.014663  
 applicationsource     0.013300  
 FirstInstallment      0.164068  
 AssetCategory         0.084494  
 AssetUsage            0.065892  
 MainCoverage          0.031757  
 NTFIDR                0.008597  
 numofassetunit       -0.001234  
 Pendapatan            0.001221  
 Bidang_usaha          0.067568  
 flagImpact            0.006297  
 flagImpactHL         -0.006297  
 CreditScoringResult   0.056378  
 Autoapprovalresult    0.058069  
 Creditscore          -0.022055  
 CreditScoreSchemeID   0.061788  
 isoveride             0.070115  
 ProductOffering       0.239819  
 AutoApprovalFailed    0.091846  
 DPPercentage         -0.108940  
 SektorEkonomi         0.105065  
 SupplierId            0.248159  
 SupplierName          0.240263  
 SupplierAssetStatus   0.009488  
 CAMOSObligorExposure  0.019856  
 InstallmentScheme     0.155415  
 AssetType             0.003965  
 AssetCategoryId       0.084490  
 FlagMerkPopular      -0.043524  
 AssetCategoryName     0.000000  
 MadeIn                0.034121  
 isKPM                 0.018241  
 Jenis_KPM             0.017799  
 jmltunggakanpokok     0.009748  
 jenispinjaman         0.054035  
 jmltunggakanhari      0.004731  
 FlagNegCust           0.202116  
 FlagRO                0.020050  
 flagbad               1.000000  ,
 'ax': <AxesSubplot:>}
In [94]:
d=dytkor['corr'].abs()
q = d.unstack()
sor = q.sort_values(kind="quicksort")
print(sor)
Creditscore           AssetCategoryName       0.000000
isoveride             AssetCategoryName       0.000000
AssetCategoryName     NTFIDR                  0.000000
CreditScoreSchemeID   AssetCategoryName       0.000000
MadeIn                AssetCategoryName       0.000000
jenispinjaman         AssetCategoryName       0.000000
AssetCategoryName     MainCoverage            0.000000
AssetType             AssetCategoryName       0.000000
ProductOffering       AssetCategoryName       0.000000
AssetCategoryName     AssetUsage              0.000000
                      AssetCategory           0.000000
isKPM                 FirstInstallment        0.000000
AssetCategoryName     FirstInstallment        0.000000
AssetType             isKPM                   0.000000
Wayofpayment          AssetType               0.000000
AssetCategoryName     applicationsource       0.000000
CompanyCity           FlagNegCust             0.000000
flagImpactHL          AssetCategoryName       0.000000
UsedNew               AssetCategoryName       0.000000
AssetCategoryName     flagbad                 0.000000
                      FlagRO                  0.000000
AssetType             Pekerjaan               0.000000
                      Wayofpayment            0.000000
NTFIDR                AssetCategoryName       0.000000
AssetCategoryName     ResidenceCompanyCity    0.000000
                      Bidang_usaha            0.000000
                      Pendapatan              0.000000
                      jmltunggakanpokok       0.000000
AutoApprovalFailed    AssetCategoryName       0.000000
AssetCategoryName     jenispinjaman           0.000000
AssetType             AssetUsage              0.000000
flagbad               AssetCategoryName       0.000000
Gender                AssetCategoryName       0.000000
AssetCategoryName     jmltunggakanhari        0.000000
CreditScoringResult   AssetCategoryName       0.000000
AssetCategoryName     numofassetunit          0.000000
                      FlagNegCust             0.000000
AssetType             PurposeOfFinancingID    0.000000
AssetCategoryName     Jenis_KPM               0.000000
jmltunggakanpokok     AssetCategoryName       0.000000
ResidenceCompanyCity  AssetCategoryName       0.000000
AssetCategoryName     IsSyariah               0.000000
                      Wayofpayment            0.000000
                      Pendidikan              0.000000
Autoapprovalresult    AssetCategoryName       0.000000
AssetCategoryName     Pekerjaan               0.000000
ProductType           AssetCategoryName       0.000000
AssetCategoryName     CompanyCity             0.000000
CompanyCity           SektorEkonomi           0.000000
FlagMerkPopular       AssetCategoryName       0.000000
AssetCategoryName     PersonalType            0.000000
                      Gender                  0.000000
                      MaritalStatus           0.000000
Pendapatan            AssetCategoryName       0.000000
Jenis_KPM             SektorEkonomi           0.000000
                      FlagNegCust             0.000000
AssetCategoryName     HomeCompanyStatus       0.000000
Bidang_usaha          AssetCategoryName       0.000000
AssetCategoryName     PurposeOfFinancingID    0.000000
                      ProductType             0.000000
MaritalStatus         AssetCategoryName       0.000000
Wayofpayment          AssetCategoryName       0.000000
AssetCategoryName     CreditScoringResult     0.000000
CompanyCity           AssetCategoryName       0.000000
AssetCategoryName     GroupProductId          0.000000
AssetCategoryId       AssetCategoryName       0.000000
ResidenceCompanyCity  AssetType               0.000000
CompanyCity           AssetType               0.000000
flagImpact            AssetCategoryName       0.000000
isKPM                 SektorEkonomi           0.000000
MaritalStatus         SektorEkonomi           0.000000
isKPM                 AssetType               0.000000
                      AssetCategoryName       0.000000
AssetCategoryName     UsedNew                 0.000000
ResidenceCompanyCity  SektorEkonomi           0.000000
MaritalStatus         AssetType               0.000000
isKPM                 FlagNegCust             0.000000
numofassetunit        AssetCategoryName       0.000000
MainCoverage          AssetCategoryName       0.000000
Jenis_KPM             AssetCategoryName       0.000000
AssetCategoryName     isKPM                   0.000000
                      isoveride               0.000000
FlagNegCust           CompanyCity             0.000000
SektorEkonomi         CompanyCity             0.000000
FirstInstallment      AssetCategoryName       0.000000
                      isKPM                   0.000000
SektorEkonomi         ResidenceCompanyCity    0.000000
AssetCategoryName     flagImpact              0.000000
SektorEkonomi         MaritalStatus           0.000000
AssetType             CompanyCity             0.000000
IsSyariah             AssetCategoryName       0.000000
PersonalType          AssetType               0.000000
AssetCategoryName     ProductOffering         0.000000
AssetCategory         AssetCategoryName       0.000000
FlagNegCust           isKPM                   0.000000
AssetCategoryName     flagImpactHL            0.000000
HomeCompanyStatus     AssetType               0.000000
FlagNegCust           GroupProductId          0.000000
CAMOSObligorExposure  AssetCategoryName       0.000000
SupplierName          AssetCategoryName       0.000000
FlagNegCust           AssetCategoryName       0.000000
SupplierId            AssetCategoryName       0.000000
SektorEkonomi         Jenis_KPM               0.000000
FlagNegCust           InstallmentScheme       0.000000
HomeCompanyStatus     AssetCategoryName       0.000000
SektorEkonomi         isKPM                   0.000000
applicationsource     AssetCategoryName       0.000000
AssetCategoryName     Creditscore             0.000000
SektorEkonomi         AssetCategoryName       0.000000
AssetCategoryName     Autoapprovalresult      0.000000
SektorEkonomi         Pendidikan              0.000000
FlagNegCust           AssetUsage              0.000000
AssetCategoryName     CreditScoreSchemeID     0.000000
Pendidikan            SektorEkonomi           0.000000
AssetCategoryName     AutoApprovalFailed      0.000000
                      DPPercentage            0.000000
PersonalType          AssetCategoryName       0.000000
GroupProductId        FlagNegCust             0.000000
AssetCategoryName     SektorEkonomi           0.000000
PurposeOfFinancingID  AssetCategoryName       0.000000
AssetUsage            AssetType               0.000000
AssetCategoryName     AssetCategoryName       0.000000
                      MadeIn                  0.000000
AssetUsage            AssetCategoryName       0.000000
AssetCategoryName     AssetCategoryId         0.000000
SupplierAssetStatus   AssetCategoryName       0.000000
AssetType             PersonalType            0.000000
FlagRO                AssetCategoryName       0.000000
AssetType             MaritalStatus           0.000000
                      ResidenceCompanyCity    0.000000
AssetUsage            FlagNegCust             0.000000
AssetType             HomeCompanyStatus       0.000000
InstallmentScheme     FlagNegCust             0.000000
AssetCategoryName     AssetType               0.000000
                      FlagMerkPopular         0.000000
FlagNegCust           Jenis_KPM               0.000000
GroupProductId        AssetCategoryName       0.000000
Pekerjaan             AssetType               0.000000
Pendidikan            AssetCategoryName       0.000000
AssetCategoryName     InstallmentScheme       0.000000
                      CAMOSObligorExposure    0.000000
                      SupplierAssetStatus     0.000000
                      SupplierId              0.000000
Pekerjaan             AssetCategoryName       0.000000
jmltunggakanhari      AssetCategoryName       0.000000
InstallmentScheme     AssetCategoryName       0.000000
DPPercentage          AssetCategoryName       0.000000
AssetCategoryName     SupplierName            0.000000
PurposeOfFinancingID  AssetType               0.000000
numofassetunit        jmltunggakanhari        0.000034
jmltunggakanhari      numofassetunit          0.000034
numofassetunit        AssetType               0.000053
AssetType             numofassetunit          0.000053
numofassetunit        jmltunggakanpokok       0.000127
jmltunggakanpokok     numofassetunit          0.000127
AssetType             jmltunggakanhari        0.000137
jmltunggakanhari      AssetType               0.000137
InstallmentScheme     jmltunggakanhari        0.000153
jmltunggakanhari      InstallmentScheme       0.000153
numofassetunit        CreditScoringResult     0.000158
CreditScoringResult   numofassetunit          0.000158
jmltunggakanhari      NTFIDR                  0.000187
NTFIDR                jmltunggakanhari        0.000187
Pendapatan            jmltunggakanhari        0.000193
jmltunggakanhari      Pendapatan              0.000193
FlagNegCust           numofassetunit          0.000249
numofassetunit        FlagNegCust             0.000249
FlagNegCust           IsSyariah               0.000291
IsSyariah             FlagNegCust             0.000291
jmltunggakanhari      FlagRO                  0.000394
FlagRO                jmltunggakanhari        0.000394
Autoapprovalresult    numofassetunit          0.000408
numofassetunit        Autoapprovalresult      0.000408
                      IsSyariah               0.000423
IsSyariah             numofassetunit          0.000423
AssetUsage            Creditscore             0.000495
Creditscore           AssetUsage              0.000495
DPPercentage          CreditScoringResult     0.000498
CreditScoringResult   DPPercentage            0.000498
UsedNew               numofassetunit          0.000512
numofassetunit        UsedNew                 0.000512
flagImpactHL          jmltunggakanhari        0.000520
jmltunggakanhari      flagImpactHL            0.000520
flagImpact            jmltunggakanhari        0.000520
jmltunggakanhari      flagImpact              0.000520
                      jmltunggakanpokok       0.000567
jmltunggakanpokok     jmltunggakanhari        0.000567
CAMOSObligorExposure  jmltunggakanhari        0.000686
jmltunggakanhari      CAMOSObligorExposure    0.000686
FlagRO                IsSyariah               0.000724
IsSyariah             FlagRO                  0.000724
FlagNegCust           jmltunggakanhari        0.000726
jmltunggakanhari      FlagNegCust             0.000726
numofassetunit        Jenis_KPM               0.000732
Jenis_KPM             numofassetunit          0.000732
SupplierAssetStatus   numofassetunit          0.000735
numofassetunit        SupplierAssetStatus     0.000735
                      isKPM                   0.000750
isKPM                 numofassetunit          0.000750
Pendapatan            numofassetunit          0.000890
numofassetunit        Pendapatan              0.000890
FlagNegCust           DPPercentage            0.000937
DPPercentage          FlagNegCust             0.000937
isoveride             numofassetunit          0.001031
numofassetunit        isoveride               0.001031
jmltunggakanhari      IsSyariah               0.001095
IsSyariah             jmltunggakanhari        0.001095
Creditscore           numofassetunit          0.001156
numofassetunit        Creditscore             0.001156
jmltunggakanpokok     applicationsource       0.001195
applicationsource     jmltunggakanpokok       0.001195
flagbad               Pendapatan              0.001221
Pendapatan            flagbad                 0.001221
flagbad               numofassetunit          0.001234
numofassetunit        flagbad                 0.001234
UsedNew               jmltunggakanhari        0.001270
jmltunggakanhari      UsedNew                 0.001270
Creditscore           Pendapatan              0.001316
Pendapatan            Creditscore             0.001316
MainCoverage          jmltunggakanpokok       0.001336
jmltunggakanpokok     MainCoverage            0.001336
IsSyariah             jmltunggakanpokok       0.001451
jmltunggakanpokok     IsSyariah               0.001451
InstallmentScheme     isKPM                   0.001497
isKPM                 InstallmentScheme       0.001497
numofassetunit        MaritalStatus           0.001539
MaritalStatus         numofassetunit          0.001539
Gender                jmltunggakanhari        0.001547
jmltunggakanhari      Gender                  0.001547
jmltunggakanpokok     Gender                  0.001652
Gender                jmltunggakanpokok       0.001652
numofassetunit        FirstInstallment        0.001680
FirstInstallment      numofassetunit          0.001680
FlagMerkPopular       jmltunggakanhari        0.001683
jmltunggakanhari      FlagMerkPopular         0.001683
AssetType             IsSyariah               0.001691
IsSyariah             AssetType               0.001691
DPPercentage          CAMOSObligorExposure    0.001696
CAMOSObligorExposure  DPPercentage            0.001696
jmltunggakanhari      MaritalStatus           0.001776
MaritalStatus         jmltunggakanhari        0.001776
SupplierAssetStatus   jmltunggakanhari        0.001787
jmltunggakanhari      SupplierAssetStatus     0.001787
Jenis_KPM             jmltunggakanpokok       0.001823
jmltunggakanpokok     Jenis_KPM               0.001823
HomeCompanyStatus     numofassetunit          0.001836
numofassetunit        HomeCompanyStatus       0.001836
jmltunggakanhari      Jenis_KPM               0.001856
Jenis_KPM             jmltunggakanhari        0.001856
DPPercentage          jmltunggakanhari        0.001882
jmltunggakanhari      DPPercentage            0.001882
                      isKPM                   0.001904
isKPM                 jmltunggakanhari        0.001904
CreditScoringResult   jmltunggakanhari        0.001979
jmltunggakanhari      CreditScoringResult     0.001979
MainCoverage          numofassetunit          0.002045
numofassetunit        MainCoverage            0.002045
isKPM                 jmltunggakanpokok       0.002159
jmltunggakanpokok     isKPM                   0.002159
jmltunggakanhari      GroupProductId          0.002202
GroupProductId        jmltunggakanhari        0.002202
Pendidikan            AssetType               0.002257
AssetType             Pendidikan              0.002257
Gender                numofassetunit          0.002391
numofassetunit        Gender                  0.002391
Jenis_KPM             InstallmentScheme       0.002422
InstallmentScheme     Jenis_KPM               0.002422
FirstInstallment      MainCoverage            0.002433
MainCoverage          FirstInstallment        0.002433
DPPercentage          jmltunggakanpokok       0.002473
jmltunggakanpokok     DPPercentage            0.002473
                      GroupProductId          0.002662
GroupProductId        jmltunggakanpokok       0.002662
jmltunggakanpokok     PurposeOfFinancingID    0.002704
PurposeOfFinancingID  jmltunggakanpokok       0.002704
flagImpact            numofassetunit          0.002921
numofassetunit        flagImpact              0.002921
flagImpactHL          numofassetunit          0.002921
numofassetunit        flagImpactHL            0.002921
MaritalStatus         jmltunggakanpokok       0.002944
jmltunggakanpokok     MaritalStatus           0.002944
DPPercentage          numofassetunit          0.002950
numofassetunit        DPPercentage            0.002950
jmltunggakanhari      applicationsource       0.003025
applicationsource     jmltunggakanhari        0.003025
HomeCompanyStatus     jmltunggakanpokok       0.003060
jmltunggakanpokok     HomeCompanyStatus       0.003060
HomeCompanyStatus     jmltunggakanhari        0.003348
jmltunggakanhari      HomeCompanyStatus       0.003348
IsSyariah             isKPM                   0.003425
isKPM                 IsSyariah               0.003425
IsSyariah             Pendapatan              0.003551
Pendapatan            IsSyariah               0.003551
jenispinjaman         numofassetunit          0.003564
numofassetunit        jenispinjaman           0.003564
flagImpact            PurposeOfFinancingID    0.003626
PurposeOfFinancingID  flagImpact              0.003626
FlagMerkPopular       CreditScoringResult     0.003817
CreditScoringResult   FlagMerkPopular         0.003817
jmltunggakanhari      FirstInstallment        0.003819
FirstInstallment      jmltunggakanhari        0.003819
Pendidikan            jmltunggakanpokok       0.003862
jmltunggakanpokok     Pendidikan              0.003862
numofassetunit        CreditScoreSchemeID     0.003871
CreditScoreSchemeID   numofassetunit          0.003871
jmltunggakanpokok     InstallmentScheme       0.003878
InstallmentScheme     jmltunggakanpokok       0.003878
jmltunggakanhari      Creditscore             0.003923
Creditscore           jmltunggakanhari        0.003923
jmltunggakanhari      Wayofpayment            0.003938
Wayofpayment          jmltunggakanhari        0.003938
Autoapprovalresult    jmltunggakanhari        0.003964
jmltunggakanhari      Autoapprovalresult      0.003964
flagbad               AssetType               0.003965
AssetType             flagbad                 0.003965
                      jmltunggakanpokok       0.003992
jmltunggakanpokok     AssetType               0.003992
DPPercentage          AssetType               0.004011
AssetType             DPPercentage            0.004011
numofassetunit        PersonalType            0.004025
PersonalType          numofassetunit          0.004025
CAMOSObligorExposure  IsSyariah               0.004069
IsSyariah             CAMOSObligorExposure    0.004069
AssetType             FirstInstallment        0.004226
FirstInstallment      AssetType               0.004226
Pekerjaan             numofassetunit          0.004290
numofassetunit        Pekerjaan               0.004290
applicationsource     MaritalStatus           0.004305
MaritalStatus         applicationsource       0.004305
FlagNegCust           PurposeOfFinancingID    0.004441
PurposeOfFinancingID  FlagNegCust             0.004441
                      flagImpactHL            0.004499
flagImpactHL          PurposeOfFinancingID    0.004499
flagbad               Wayofpayment            0.004539
Wayofpayment          flagbad                 0.004539
Jenis_KPM             MaritalStatus           0.004660
MaritalStatus         Jenis_KPM               0.004660
                      isKPM                   0.004711
isKPM                 MaritalStatus           0.004711
applicationsource     Gender                  0.004717
Gender                applicationsource       0.004717
flagbad               jmltunggakanhari        0.004731
jmltunggakanhari      flagbad                 0.004731
IsSyariah             Jenis_KPM               0.004768
Jenis_KPM             IsSyariah               0.004768
jmltunggakanhari      isoveride               0.004768
isoveride             jmltunggakanhari        0.004768
Jenis_KPM             AssetUsage              0.004778
AssetUsage            Jenis_KPM               0.004778
jmltunggakanhari      PersonalType            0.004884
PersonalType          jmltunggakanhari        0.004884
Gender                flagbad                 0.004930
flagbad               Gender                  0.004930
MadeIn                jmltunggakanhari        0.005170
jmltunggakanhari      MadeIn                  0.005170
Pendidikan            numofassetunit          0.005268
numofassetunit        Pendidikan              0.005268
applicationsource     FlagNegCust             0.005274
FlagNegCust           applicationsource       0.005274
jmltunggakanhari      MainCoverage            0.005311
MainCoverage          jmltunggakanhari        0.005311
applicationsource     AssetType               0.005400
AssetType             applicationsource       0.005400
                      Pendapatan              0.005533
Pendapatan            AssetType               0.005533
Gender                AssetType               0.005553
AssetType             Gender                  0.005553
jmltunggakanhari      Pendidikan              0.005561
Pendidikan            jmltunggakanhari        0.005561
CreditScoringResult   AssetType               0.005611
AssetType             CreditScoringResult     0.005611
IsSyariah             flagImpact              0.005647
flagImpact            IsSyariah               0.005647
IsSyariah             flagImpactHL            0.005647
flagImpactHL          IsSyariah               0.005647
UsedNew               flagbad                 0.005724
flagbad               UsedNew                 0.005724
MaritalStatus         InstallmentScheme       0.005796
InstallmentScheme     MaritalStatus           0.005796
isKPM                 AssetUsage              0.005909
AssetUsage            isKPM                   0.005909
Pekerjaan             jmltunggakanhari        0.006133
jmltunggakanhari      Pekerjaan               0.006133
AssetType             Jenis_KPM               0.006140
Jenis_KPM             AssetType               0.006140
flagbad               flagImpactHL            0.006297
flagImpactHL          flagbad                 0.006297
flagbad               flagImpact              0.006297
flagImpact            flagbad                 0.006297
MaritalStatus         UsedNew                 0.006622
UsedNew               MaritalStatus           0.006622
applicationsource     Pendapatan              0.006776
Pendapatan            applicationsource       0.006776
GroupProductId        MaritalStatus           0.006777
MaritalStatus         GroupProductId          0.006777
Autoapprovalresult    AssetType               0.006920
AssetType             Autoapprovalresult      0.006920
AssetUsage            Pendapatan              0.007152
Pendapatan            AssetUsage              0.007152
jmltunggakanpokok     AssetUsage              0.007234
AssetUsage            jmltunggakanpokok       0.007234
flagImpact            jmltunggakanpokok       0.007346
jmltunggakanpokok     flagImpact              0.007346
flagImpactHL          jmltunggakanpokok       0.007346
jmltunggakanpokok     flagImpactHL            0.007346
Wayofpayment          MaritalStatus           0.007442
MaritalStatus         Wayofpayment            0.007442
CreditScoringResult   FlagNegCust             0.007499
FlagNegCust           CreditScoringResult     0.007499
HomeCompanyStatus     FlagNegCust             0.007579
FlagNegCust           HomeCompanyStatus       0.007579
MaritalStatus         SupplierAssetStatus     0.007592
SupplierAssetStatus   MaritalStatus           0.007592
FlagRO                DPPercentage            0.007710
DPPercentage          FlagRO                  0.007710
Wayofpayment          flagImpact              0.007745
flagImpact            Wayofpayment            0.007745
FirstInstallment      jmltunggakanpokok       0.007796
jmltunggakanpokok     FirstInstallment        0.007796
flagImpact            Autoapprovalresult      0.007829
Autoapprovalresult    flagImpact              0.007829
CreditScoreSchemeID   jmltunggakanhari        0.007901
jmltunggakanhari      CreditScoreSchemeID     0.007901
Autoapprovalresult    FlagNegCust             0.007930
FlagNegCust           Autoapprovalresult      0.007930
Jenis_KPM             Pendidikan              0.008024
Pendidikan            Jenis_KPM               0.008024
CreditScoringResult   flagImpact              0.008077
flagImpact            CreditScoringResult     0.008077
FlagNegCust           MaritalStatus           0.008106
MaritalStatus         FlagNegCust             0.008106
IsSyariah             PersonalType            0.008138
PersonalType          IsSyariah               0.008138
Creditscore           AssetType               0.008240
AssetType             Creditscore             0.008240
numofassetunit        FlagMerkPopular         0.008265
FlagMerkPopular       numofassetunit          0.008265
CreditScoringResult   Gender                  0.008344
Gender                CreditScoringResult     0.008344
InstallmentScheme     HomeCompanyStatus       0.008392
HomeCompanyStatus     InstallmentScheme       0.008392
CreditScoringResult   flagImpactHL            0.008487
flagImpactHL          CreditScoringResult     0.008487
AssetType             FlagNegCust             0.008539
FlagNegCust           AssetType               0.008539
Wayofpayment          flagImpactHL            0.008551
flagImpactHL          Wayofpayment            0.008551
flagbad               NTFIDR                  0.008597
NTFIDR                flagbad                 0.008597
Gender                DPPercentage            0.008598
DPPercentage          Gender                  0.008598
FlagRO                numofassetunit          0.008613
numofassetunit        FlagRO                  0.008613
flagImpactHL          Autoapprovalresult      0.008627
Autoapprovalresult    flagImpactHL            0.008627
DPPercentage          PurposeOfFinancingID    0.008700
PurposeOfFinancingID  DPPercentage            0.008700
jenispinjaman         AssetType               0.008701
AssetType             jenispinjaman           0.008701
CAMOSObligorExposure  InstallmentScheme       0.008716
InstallmentScheme     CAMOSObligorExposure    0.008716
HomeCompanyStatus     UsedNew                 0.008783
UsedNew               HomeCompanyStatus       0.008783
HomeCompanyStatus     GroupProductId          0.008783
GroupProductId        HomeCompanyStatus       0.008783
AssetType             isoveride               0.008943
isoveride             AssetType               0.008943
isKPM                 Gender                  0.009013
Gender                isKPM                   0.009013
UsedNew               AssetType               0.009040
AssetType             UsedNew                 0.009040
numofassetunit        Bidang_usaha            0.009337
Bidang_usaha          numofassetunit          0.009337
InstallmentScheme     Gender                  0.009389
Gender                InstallmentScheme       0.009389
GroupProductId        Pendidikan              0.009473
Pendidikan            GroupProductId          0.009473
SupplierAssetStatus   flagbad                 0.009488
flagbad               SupplierAssetStatus     0.009488
FlagNegCust           Pendidikan              0.009694
Pendidikan            FlagNegCust             0.009694
CreditScoreSchemeID   Gender                  0.009695
Gender                CreditScoreSchemeID     0.009695
flagbad               jmltunggakanpokok       0.009748
jmltunggakanpokok     flagbad                 0.009748
MainCoverage          MaritalStatus           0.009774
MaritalStatus         MainCoverage            0.009774
UsedNew               Pendidikan              0.009851
Pendidikan            UsedNew                 0.009851
                      isKPM                   0.009860
isKPM                 Pendidikan              0.009860
Gender                Jenis_KPM               0.009890
Jenis_KPM             Gender                  0.009890
NTFIDR                IsSyariah               0.009904
IsSyariah             NTFIDR                  0.009904
flagImpact            Creditscore             0.009915
Creditscore           flagImpact              0.009915
                      flagImpactHL            0.009915
flagImpactHL          Creditscore             0.009915
jmltunggakanpokok     CreditScoringResult     0.010055
CreditScoringResult   jmltunggakanpokok       0.010055
FlagMerkPopular       applicationsource       0.010192
applicationsource     FlagMerkPopular         0.010192
isoveride             PurposeOfFinancingID    0.010242
PurposeOfFinancingID  isoveride               0.010242
MaritalStatus         FlagMerkPopular         0.010250
FlagMerkPopular       MaritalStatus           0.010250
AssetUsage            jmltunggakanhari        0.010315
jmltunggakanhari      AssetUsage              0.010315
applicationsource     flagImpact              0.010485
flagImpact            applicationsource       0.010485
jmltunggakanpokok     isoveride               0.010632
isoveride             jmltunggakanpokok       0.010632
                      Gender                  0.010638
Gender                isoveride               0.010638
                      Autoapprovalresult      0.010659
Autoapprovalresult    Gender                  0.010659
GroupProductId        InstallmentScheme       0.010691
InstallmentScheme     GroupProductId          0.010691
Autoapprovalresult    jmltunggakanpokok       0.010806
jmltunggakanpokok     Autoapprovalresult      0.010806
IsSyariah             FlagMerkPopular         0.010807
FlagMerkPopular       IsSyariah               0.010807
Jenis_KPM             HomeCompanyStatus       0.010851
HomeCompanyStatus     Jenis_KPM               0.010851
CreditScoringResult   isKPM                   0.011022
isKPM                 CreditScoringResult     0.011022
IsSyariah             UsedNew                 0.011128
UsedNew               IsSyariah               0.011128
Autoapprovalresult    Jenis_KPM               0.011234
Jenis_KPM             Autoapprovalresult      0.011234
DPPercentage          FlagMerkPopular         0.011370
FlagMerkPopular       DPPercentage            0.011370
flagImpactHL          applicationsource       0.011386
applicationsource     flagImpactHL            0.011386
HomeCompanyStatus     IsSyariah               0.011476
IsSyariah             HomeCompanyStatus       0.011476
FlagNegCust           Gender                  0.011512
Gender                FlagNegCust             0.011512
PurposeOfFinancingID  HomeCompanyStatus       0.011613
HomeCompanyStatus     PurposeOfFinancingID    0.011613
applicationsource     AssetUsage              0.011695
AssetUsage            applicationsource       0.011695
                      SupplierAssetStatus     0.011737
SupplierAssetStatus   AssetUsage              0.011737
Pendapatan            DPPercentage            0.011807
DPPercentage          Pendapatan              0.011807
                      Jenis_KPM               0.011836
Jenis_KPM             DPPercentage            0.011836
Gender                IsSyariah               0.012203
IsSyariah             Gender                  0.012203
MaritalStatus         PurposeOfFinancingID    0.012457
PurposeOfFinancingID  MaritalStatus           0.012457
FlagNegCust           Creditscore             0.012523
Creditscore           FlagNegCust             0.012523
flagImpact            AssetType               0.012622
AssetType             flagImpact              0.012622
jmltunggakanhari      Bidang_usaha            0.012642
Bidang_usaha          jmltunggakanhari        0.012642
FirstInstallment      PurposeOfFinancingID    0.012697
PurposeOfFinancingID  FirstInstallment        0.012697
CreditScoringResult   Jenis_KPM               0.012730
Jenis_KPM             CreditScoringResult     0.012730
Autoapprovalresult    FlagMerkPopular         0.012864
FlagMerkPopular       Autoapprovalresult      0.012864
PurposeOfFinancingID  IsSyariah               0.012934
IsSyariah             PurposeOfFinancingID    0.012934
SupplierAssetStatus   AssetType               0.012950
AssetType             SupplierAssetStatus     0.012950
MaritalStatus         MadeIn                  0.013291
MadeIn                MaritalStatus           0.013291
applicationsource     flagbad                 0.013300
flagbad               applicationsource       0.013300
AssetType             flagImpactHL            0.013342
flagImpactHL          AssetType               0.013342
isKPM                 DPPercentage            0.013402
DPPercentage          isKPM                   0.013402
MaritalStatus         Pendapatan              0.013457
Pendapatan            MaritalStatus           0.013457
ProductType           jmltunggakanpokok       0.013495
jmltunggakanpokok     ProductType             0.013495
PurposeOfFinancingID  jmltunggakanhari        0.013594
jmltunggakanhari      PurposeOfFinancingID    0.013594
SupplierAssetStatus   Pendidikan              0.013744
Pendidikan            SupplierAssetStatus     0.013744
Creditscore           jmltunggakanpokok       0.014062
jmltunggakanpokok     Creditscore             0.014062
SupplierAssetStatus   Autoapprovalresult      0.014097
Autoapprovalresult    SupplierAssetStatus     0.014097
isoveride             NTFIDR                  0.014204
NTFIDR                isoveride               0.014204
Gender                MainCoverage            0.014219
MainCoverage          Gender                  0.014219
AssetUsage            MaritalStatus           0.014233
MaritalStatus         AssetUsage              0.014233
numofassetunit        ResidenceCompanyCity    0.014316
ResidenceCompanyCity  numofassetunit          0.014316
AssetType             Bidang_usaha            0.014354
Bidang_usaha          AssetType               0.014354
CreditScoreSchemeID   AssetType               0.014385
AssetType             CreditScoreSchemeID     0.014385
HomeCompanyStatus     ProductType             0.014405
ProductType           HomeCompanyStatus       0.014405
DPPercentage          Autoapprovalresult      0.014447
Autoapprovalresult    DPPercentage            0.014447
Gender                GroupProductId          0.014497
GroupProductId        Gender                  0.014497
jmltunggakanpokok     Wayofpayment            0.014528
Wayofpayment          jmltunggakanpokok       0.014528
PersonalType          applicationsource       0.014549
applicationsource     PersonalType            0.014549
numofassetunit        InstallmentScheme       0.014554
InstallmentScheme     numofassetunit          0.014554
Creditscore           UsedNew                 0.014583
UsedNew               Creditscore             0.014583
PurposeOfFinancingID  flagbad                 0.014663
flagbad               PurposeOfFinancingID    0.014663
jenispinjaman         jmltunggakanhari        0.014667
jmltunggakanhari      jenispinjaman           0.014667
ProductType           Pendapatan              0.014706
Pendapatan            ProductType             0.014706
IsSyariah             AssetUsage              0.014766
AssetUsage            IsSyariah               0.014766
UsedNew               AssetUsage              0.014784
AssetUsage            UsedNew                 0.014784
PersonalType          jmltunggakanpokok       0.014861
jmltunggakanpokok     PersonalType            0.014861
Autoapprovalresult    isKPM                   0.014916
isKPM                 Autoapprovalresult      0.014916
jmltunggakanpokok     FlagMerkPopular         0.015177
FlagMerkPopular       jmltunggakanpokok       0.015177
HomeCompanyStatus     isKPM                   0.015273
isKPM                 HomeCompanyStatus       0.015273
FirstInstallment      FlagNegCust             0.015285
FlagNegCust           FirstInstallment        0.015285
AutoApprovalFailed    numofassetunit          0.015321
numofassetunit        AutoApprovalFailed      0.015321
applicationsource     isoveride               0.015344
isoveride             applicationsource       0.015344
HomeCompanyStatus     SupplierAssetStatus     0.015379
SupplierAssetStatus   HomeCompanyStatus       0.015379
CAMOSObligorExposure  numofassetunit          0.015426
numofassetunit        CAMOSObligorExposure    0.015426
PurposeOfFinancingID  UsedNew                 0.015438
UsedNew               PurposeOfFinancingID    0.015438
SupplierAssetStatus   IsSyariah               0.015572
IsSyariah             SupplierAssetStatus     0.015572
ProductType           AssetType               0.015589
AssetType             ProductType             0.015589
HomeCompanyStatus     Wayofpayment            0.015648
Wayofpayment          HomeCompanyStatus       0.015648
NTFIDR                isKPM                   0.016281
isKPM                 NTFIDR                  0.016281
Pekerjaan             jmltunggakanpokok       0.016361
jmltunggakanpokok     Pekerjaan               0.016361
InstallmentScheme     IsSyariah               0.016387
IsSyariah             InstallmentScheme       0.016387
SupplierAssetStatus   CreditScoringResult     0.016413
CreditScoringResult   SupplierAssetStatus     0.016413
jmltunggakanhari      AssetCategory           0.016460
AssetCategory         jmltunggakanhari        0.016460
AssetCategoryId       jmltunggakanhari        0.016460
jmltunggakanhari      AssetCategoryId         0.016460
MaritalStatus         IsSyariah               0.016482
IsSyariah             MaritalStatus           0.016482
applicationsource     InstallmentScheme       0.016588
InstallmentScheme     applicationsource       0.016588
Pendapatan            CreditScoreSchemeID     0.016687
CreditScoreSchemeID   Pendapatan              0.016687
UsedNew               CreditScoringResult     0.016738
CreditScoringResult   UsedNew                 0.016738
jmltunggakanpokok     UsedNew                 0.016790
UsedNew               jmltunggakanpokok       0.016790
jmltunggakanpokok     CreditScoreSchemeID     0.016967
CreditScoreSchemeID   jmltunggakanpokok       0.016967
DPPercentage          IsSyariah               0.016981
IsSyariah             DPPercentage            0.016981
AssetType             FlagRO                  0.017157
FlagRO                AssetType               0.017157
IsSyariah             flagbad                 0.017503
flagbad               IsSyariah               0.017503
Jenis_KPM             flagbad                 0.017799
flagbad               Jenis_KPM               0.017799
applicationsource     CAMOSObligorExposure    0.017810
CAMOSObligorExposure  applicationsource       0.017810
Jenis_KPM             FirstInstallment        0.017815
FirstInstallment      Jenis_KPM               0.017815
numofassetunit        CompanyCity             0.018053
CompanyCity           numofassetunit          0.018053
MainCoverage          FlagNegCust             0.018094
FlagNegCust           MainCoverage            0.018094
MainCoverage          HomeCompanyStatus       0.018116
HomeCompanyStatus     MainCoverage            0.018116
Creditscore           MainCoverage            0.018207
MainCoverage          Creditscore             0.018207
isKPM                 flagbad                 0.018241
flagbad               isKPM                   0.018241
SektorEkonomi         Gender                  0.018294
Gender                SektorEkonomi           0.018294
UsedNew               Autoapprovalresult      0.018315
Autoapprovalresult    UsedNew                 0.018315
FlagNegCust           jenispinjaman           0.018754
jenispinjaman         FlagNegCust             0.018754
applicationsource     PurposeOfFinancingID    0.019048
PurposeOfFinancingID  applicationsource       0.019048
CreditScoreSchemeID   PersonalType            0.019189
PersonalType          CreditScoreSchemeID     0.019189
AssetUsage            HomeCompanyStatus       0.019212
HomeCompanyStatus     AssetUsage              0.019212
Creditscore           FlagMerkPopular         0.019300
FlagMerkPopular       Creditscore             0.019300
PersonalType          FlagNegCust             0.019384
FlagNegCust           PersonalType            0.019384
FlagMerkPopular       AssetType               0.019524
AssetType             FlagMerkPopular         0.019524
Pendapatan            InstallmentScheme       0.019578
InstallmentScheme     Pendapatan              0.019578
flagbad               CAMOSObligorExposure    0.019856
CAMOSObligorExposure  flagbad                 0.019856
Wayofpayment          Pendidikan              0.019973
Pendidikan            Wayofpayment            0.019973
flagbad               FlagRO                  0.020050
FlagRO                flagbad                 0.020050
Pekerjaan             GroupProductId          0.020137
GroupProductId        Pekerjaan               0.020137
FlagNegCust           flagImpact              0.020272
flagImpact            FlagNegCust             0.020272
NTFIDR                numofassetunit          0.020331
numofassetunit        NTFIDR                  0.020331
CAMOSObligorExposure  AssetType               0.020358
AssetType             CAMOSObligorExposure    0.020358
UsedNew               Gender                  0.020360
Gender                UsedNew                 0.020360
SupplierAssetStatus   jmltunggakanpokok       0.020500
jmltunggakanpokok     SupplierAssetStatus     0.020500
                      Bidang_usaha            0.020517
Bidang_usaha          jmltunggakanpokok       0.020517
FlagNegCust           flagImpactHL            0.020531
flagImpactHL          FlagNegCust             0.020531
isoveride             FlagNegCust             0.020625
FlagNegCust           isoveride               0.020625
                      Wayofpayment            0.020756
Wayofpayment          FlagNegCust             0.020756
MadeIn                HomeCompanyStatus       0.020829
HomeCompanyStatus     MadeIn                  0.020829
jmltunggakanhari      ResidenceCompanyCity    0.020906
ResidenceCompanyCity  jmltunggakanhari        0.020906
CreditScoreSchemeID   HomeCompanyStatus       0.020983
HomeCompanyStatus     CreditScoreSchemeID     0.020983
                      applicationsource       0.021047
applicationsource     HomeCompanyStatus       0.021047
                      FlagRO                  0.021070
FlagRO                applicationsource       0.021070
IsSyariah             isoveride               0.021499
isoveride             IsSyariah               0.021499
Pendidikan            IsSyariah               0.021526
IsSyariah             Pendidikan              0.021526
Gender                ProductType             0.021748
ProductType           Gender                  0.021748
Autoapprovalresult    MaritalStatus           0.021772
MaritalStatus         Autoapprovalresult      0.021772
Pendidikan            applicationsource       0.021871
applicationsource     Pendidikan              0.021871
NTFIDR                AssetType               0.021893
AssetType             NTFIDR                  0.021893
Creditscore           flagbad                 0.022055
flagbad               Creditscore             0.022055
DPPercentage          GroupProductId          0.022141
GroupProductId        DPPercentage            0.022141
SektorEkonomi         Pekerjaan               0.022239
Pekerjaan             SektorEkonomi           0.022239
UsedNew               DPPercentage            0.022280
DPPercentage          UsedNew                 0.022280
Pendapatan            jmltunggakanpokok       0.022693
jmltunggakanpokok     Pendapatan              0.022693
MaritalStatus         ProductType             0.022810
ProductType           MaritalStatus           0.022810
jmltunggakanpokok     FlagRO                  0.022900
FlagRO                jmltunggakanpokok       0.022900
jmltunggakanpokok     MadeIn                  0.022936
MadeIn                jmltunggakanpokok       0.022936
InstallmentScheme     SupplierAssetStatus     0.023036
SupplierAssetStatus   InstallmentScheme       0.023036
InstallmentScheme     NTFIDR                  0.023204
NTFIDR                InstallmentScheme       0.023204
jmltunggakanpokok     SektorEkonomi           0.023346
SektorEkonomi         jmltunggakanpokok       0.023346
FlagMerkPopular       HomeCompanyStatus       0.023431
HomeCompanyStatus     FlagMerkPopular         0.023431
CreditScoreSchemeID   FlagNegCust             0.023459
FlagNegCust           CreditScoreSchemeID     0.023459
Jenis_KPM             SupplierAssetStatus     0.023754
SupplierAssetStatus   Jenis_KPM               0.023754
isKPM                 UsedNew                 0.023941
UsedNew               isKPM                   0.023941
MaritalStatus         DPPercentage            0.024127
DPPercentage          MaritalStatus           0.024127
PurposeOfFinancingID  isKPM                   0.024139
isKPM                 PurposeOfFinancingID    0.024139
jmltunggakanhari      CompanyCity             0.024218
CompanyCity           jmltunggakanhari        0.024218
DPPercentage          applicationsource       0.024234
applicationsource     DPPercentage            0.024234
Jenis_KPM             UsedNew                 0.024359
UsedNew               Jenis_KPM               0.024359
ProductType           flagImpact              0.024381
flagImpact            ProductType             0.024381
Gender                FirstInstallment        0.024546
FirstInstallment      Gender                  0.024546
CreditScoreSchemeID   MaritalStatus           0.024626
MaritalStatus         CreditScoreSchemeID     0.024626
numofassetunit        AssetUsage              0.024650
AssetUsage            numofassetunit          0.024650
isKPM                 FlagMerkPopular         0.024775
FlagMerkPopular       isKPM                   0.024775
Pendapatan            flagImpact              0.024812
flagImpact            Pendapatan              0.024812
flagImpactHL          Pendapatan              0.024812
Pendapatan            flagImpactHL            0.024812
UsedNew               GroupProductId          0.025008
GroupProductId        UsedNew                 0.025008
AssetUsage            Wayofpayment            0.025025
Wayofpayment          AssetUsage              0.025025
PurposeOfFinancingID  Jenis_KPM               0.025105
Jenis_KPM             PurposeOfFinancingID    0.025105
AssetUsage            FlagRO                  0.025151
FlagRO                AssetUsage              0.025151
flagImpact            AssetUsage              0.025152
AssetUsage            flagImpact              0.025152
flagImpactHL          ProductType             0.025176
ProductType           flagImpactHL            0.025176
AutoApprovalFailed    jmltunggakanhari        0.025209
jmltunggakanhari      AutoApprovalFailed      0.025209
PurposeOfFinancingID  InstallmentScheme       0.025216
InstallmentScheme     PurposeOfFinancingID    0.025216
isoveride             UsedNew                 0.025243
UsedNew               isoveride               0.025243
GroupProductId        SupplierAssetStatus     0.025296
SupplierAssetStatus   GroupProductId          0.025296
MaritalStatus         NTFIDR                  0.025327
NTFIDR                MaritalStatus           0.025327
AssetUsage            flagImpactHL            0.025329
flagImpactHL          AssetUsage              0.025329
GroupProductId        flagbad                 0.025399
flagbad               GroupProductId          0.025399
Gender                SupplierAssetStatus     0.025414
SupplierAssetStatus   Gender                  0.025414
UsedNew               jenispinjaman           0.025518
jenispinjaman         UsedNew                 0.025518
Pendidikan            MadeIn                  0.025556
MadeIn                Pendidikan              0.025556
Wayofpayment          applicationsource       0.025719
applicationsource     Wayofpayment            0.025719
GroupProductId        NTFIDR                  0.025750
NTFIDR                GroupProductId          0.025750
IsSyariah             applicationsource       0.026065
applicationsource     IsSyariah               0.026065
MaritalStatus         CAMOSObligorExposure    0.026090
CAMOSObligorExposure  MaritalStatus           0.026090
flagImpact            CreditScoreSchemeID     0.026149
CreditScoreSchemeID   flagImpact              0.026149
PurposeOfFinancingID  CreditScoringResult     0.026283
CreditScoringResult   PurposeOfFinancingID    0.026283
InstallmentScheme     Pendidikan              0.026381
Pendidikan            InstallmentScheme       0.026381
UsedNew               InstallmentScheme       0.026440
InstallmentScheme     UsedNew                 0.026440
MadeIn                InstallmentScheme       0.026474
InstallmentScheme     MadeIn                  0.026474
CreditScoreSchemeID   flagImpactHL            0.026769
flagImpactHL          CreditScoreSchemeID     0.026769
Pendapatan            Autoapprovalresult      0.026944
Autoapprovalresult    Pendapatan              0.026944
applicationsource     NTFIDR                  0.026951
NTFIDR                applicationsource       0.026951
HomeCompanyStatus     Pendapatan              0.027066
Pendapatan            HomeCompanyStatus       0.027066
CreditScoringResult   Pendapatan              0.027085
Pendapatan            CreditScoringResult     0.027085
flagImpact            isoveride               0.027184
isoveride             flagImpact              0.027184
PurposeOfFinancingID  Gender                  0.027220
Gender                PurposeOfFinancingID    0.027220
isoveride             FlagRO                  0.027263
FlagRO                isoveride               0.027263
isoveride             flagImpactHL            0.027318
flagImpactHL          isoveride               0.027318
SupplierAssetStatus   DPPercentage            0.027338
DPPercentage          SupplierAssetStatus     0.027338
CAMOSObligorExposure  Pendidikan              0.027398
Pendidikan            CAMOSObligorExposure    0.027398
Pekerjaan             ProductOffering         0.027599
ProductOffering       Pekerjaan               0.027599
Pendidikan            ProductType             0.027635
ProductType           Pendidikan              0.027635
CreditScoreSchemeID   Pendidikan              0.027875
Pendidikan            CreditScoreSchemeID     0.027875
CAMOSObligorExposure  isKPM                   0.027876
isKPM                 CAMOSObligorExposure    0.027876
Creditscore           MaritalStatus           0.027892
MaritalStatus         Creditscore             0.027892
applicationsource     MadeIn                  0.028046
MadeIn                applicationsource       0.028046
UsedNew               Wayofpayment            0.028429
Wayofpayment          UsedNew                 0.028429
Pendidikan            Pendapatan              0.028457
Pendapatan            Pendidikan              0.028457
FlagMerkPopular       FirstInstallment        0.028474
FirstInstallment      FlagMerkPopular         0.028474
CAMOSObligorExposure  HomeCompanyStatus       0.028602
HomeCompanyStatus     CAMOSObligorExposure    0.028602
Jenis_KPM             flagImpact              0.028935
flagImpact            Jenis_KPM               0.028935
jmltunggakanpokok     FlagNegCust             0.028987
FlagNegCust           jmltunggakanpokok       0.028987
Pendidikan            MainCoverage            0.029050
MainCoverage          Pendidikan              0.029050
Jenis_KPM             flagImpactHL            0.029160
flagImpactHL          Jenis_KPM               0.029160
Gender                Wayofpayment            0.029217
Wayofpayment          Gender                  0.029217
isKPM                 flagImpact              0.029237
flagImpact            isKPM                   0.029237
MaritalStatus         CreditScoringResult     0.029242
CreditScoringResult   MaritalStatus           0.029242
CAMOSObligorExposure  GroupProductId          0.029366
GroupProductId        CAMOSObligorExposure    0.029366
Autoapprovalresult    HomeCompanyStatus       0.029381
HomeCompanyStatus     Autoapprovalresult      0.029381
isKPM                 flagImpactHL            0.029382
flagImpactHL          isKPM                   0.029382
PersonalType          GroupProductId          0.029413
GroupProductId        PersonalType            0.029413
Pendapatan            isKPM                   0.029422
isKPM                 Pendapatan              0.029422
GroupProductId        Pendapatan              0.029495
Pendapatan            GroupProductId          0.029495
InstallmentScheme     ProductType             0.029496
ProductType           InstallmentScheme       0.029496
CAMOSObligorExposure  Jenis_KPM               0.029555
Jenis_KPM             CAMOSObligorExposure    0.029555
CAMOSObligorExposure  Gender                  0.029577
Gender                CAMOSObligorExposure    0.029577
Jenis_KPM             PersonalType            0.029816
PersonalType          Jenis_KPM               0.029816
MaritalStatus         flagbad                 0.029955
flagbad               MaritalStatus           0.029955
PersonalType          InstallmentScheme       0.029963
InstallmentScheme     PersonalType            0.029963
GroupProductId        flagImpact              0.030049
flagImpact            GroupProductId          0.030049
HomeCompanyStatus     isoveride               0.030226
isoveride             HomeCompanyStatus       0.030226
NTFIDR                jmltunggakanpokok       0.030255
jmltunggakanpokok     NTFIDR                  0.030255
Autoapprovalresult    PurposeOfFinancingID    0.030272
PurposeOfFinancingID  Autoapprovalresult      0.030272
isoveride             Pendapatan              0.030272
Pendapatan            isoveride               0.030272
SektorEkonomi         Bidang_usaha            0.030282
Bidang_usaha          SektorEkonomi           0.030282
DPPercentage          flagImpact              0.030396
flagImpact            DPPercentage            0.030396
flagImpactHL          DPPercentage            0.030396
DPPercentage          flagImpactHL            0.030396
flagImpactHL          GroupProductId          0.030590
GroupProductId        flagImpactHL            0.030590
Jenis_KPM             AssetCategory           0.030926
AssetCategory         Jenis_KPM               0.030926
AssetCategoryId       Jenis_KPM               0.030927
Jenis_KPM             AssetCategoryId         0.030927
jenispinjaman         Jenis_KPM               0.031045
Jenis_KPM             jenispinjaman           0.031045
PersonalType          Autoapprovalresult      0.031194
Autoapprovalresult    PersonalType            0.031194
MaritalStatus         FirstInstallment        0.031257
FirstInstallment      MaritalStatus           0.031257
flagImpact            Gender                  0.031393
Gender                flagImpact              0.031393
jmltunggakanhari      ProductType             0.031406
ProductType           jmltunggakanhari        0.031406
Gender                AssetUsage              0.031443
AssetUsage            Gender                  0.031443
PurposeOfFinancingID  numofassetunit          0.031455
numofassetunit        PurposeOfFinancingID    0.031455
AssetUsage            CAMOSObligorExposure    0.031465
CAMOSObligorExposure  AssetUsage              0.031465
flagImpactHL          Gender                  0.031512
Gender                flagImpactHL            0.031512
Creditscore           Jenis_KPM               0.031614
Jenis_KPM             Creditscore             0.031614
Bidang_usaha          FlagNegCust             0.031744
FlagNegCust           Bidang_usaha            0.031744
MainCoverage          flagbad                 0.031757
flagbad               MainCoverage            0.031757
CAMOSObligorExposure  Creditscore             0.031932
Creditscore           CAMOSObligorExposure    0.031932
                      applicationsource       0.031978
applicationsource     Creditscore             0.031978
MadeIn                IsSyariah               0.032168
IsSyariah             MadeIn                  0.032168
jmltunggakanpokok     ResidenceCompanyCity    0.032249
ResidenceCompanyCity  jmltunggakanpokok       0.032249
Autoapprovalresult    Pendidikan              0.032274
Pendidikan            Autoapprovalresult      0.032274
AssetUsage            InstallmentScheme       0.032500
InstallmentScheme     AssetUsage              0.032500
Creditscore           DPPercentage            0.032514
DPPercentage          Creditscore             0.032514
CreditScoreSchemeID   CAMOSObligorExposure    0.032542
CAMOSObligorExposure  CreditScoreSchemeID     0.032542
Creditscore           Gender                  0.032553
Gender                Creditscore             0.032553
ProductType           CAMOSObligorExposure    0.032670
CAMOSObligorExposure  ProductType             0.032670
InstallmentScheme     flagImpact              0.032705
flagImpact            InstallmentScheme       0.032705
InstallmentScheme     flagImpactHL            0.032905
flagImpactHL          InstallmentScheme       0.032905
flagbad               HomeCompanyStatus       0.032954
HomeCompanyStatus     flagbad                 0.032954
Pendidikan            MaritalStatus           0.033030
MaritalStatus         Pendidikan              0.033030
Pendapatan            PurposeOfFinancingID    0.033104
PurposeOfFinancingID  Pendapatan              0.033104
isoveride             MaritalStatus           0.033147
MaritalStatus         isoveride               0.033147
HomeCompanyStatus     Pendidikan              0.033544
Pendidikan            HomeCompanyStatus       0.033544
isKPM                 SupplierAssetStatus     0.033730
SupplierAssetStatus   isKPM                   0.033730
MadeIn                flagbad                 0.034121
flagbad               MadeIn                  0.034121
Pekerjaan             FlagNegCust             0.034122
FlagNegCust           Pekerjaan               0.034122
ProductType           FlagNegCust             0.034325
FlagNegCust           ProductType             0.034325
Creditscore           isKPM                   0.034341
isKPM                 Creditscore             0.034341
jenispinjaman         SupplierAssetStatus     0.034356
SupplierAssetStatus   jenispinjaman           0.034356
Bidang_usaha          IsSyariah               0.034416
IsSyariah             Bidang_usaha            0.034416
                      Wayofpayment            0.034519
Wayofpayment          IsSyariah               0.034519
MadeIn                Pekerjaan               0.034693
Pekerjaan             MadeIn                  0.034693
FlagNegCust           FlagMerkPopular         0.034706
FlagMerkPopular       FlagNegCust             0.034706
CompanyCity           jmltunggakanpokok       0.034736
jmltunggakanpokok     CompanyCity             0.034736
Pendapatan            Jenis_KPM               0.034763
Jenis_KPM             Pendapatan              0.034763
GroupProductId        jenispinjaman           0.034783
jenispinjaman         GroupProductId          0.034783
isKPM                 MadeIn                  0.034784
MadeIn                isKPM                   0.034784
SupplierAssetStatus   FlagNegCust             0.034906
FlagNegCust           SupplierAssetStatus     0.034906
Pendapatan            Gender                  0.035059
Gender                Pendapatan              0.035059
MadeIn                DPPercentage            0.035257
DPPercentage          MadeIn                  0.035257
MadeIn                Bidang_usaha            0.035340
Bidang_usaha          MadeIn                  0.035340
                      GroupProductId          0.035566
GroupProductId        Bidang_usaha            0.035566
AssetCategoryId       applicationsource       0.035573
applicationsource     AssetCategoryId         0.035573
                      AssetCategory           0.035574
AssetCategory         applicationsource       0.035574
InstallmentScheme     FlagMerkPopular         0.035636
FlagMerkPopular       InstallmentScheme       0.035636
                      Jenis_KPM               0.036139
Jenis_KPM             FlagMerkPopular         0.036139
                      MainCoverage            0.036167
MainCoverage          Jenis_KPM               0.036167
NTFIDR                PurposeOfFinancingID    0.036179
PurposeOfFinancingID  NTFIDR                  0.036179
isoveride             MainCoverage            0.036321
MainCoverage          isoveride               0.036321
jmltunggakanpokok     CAMOSObligorExposure    0.036453
CAMOSObligorExposure  jmltunggakanpokok       0.036453
Wayofpayment          InstallmentScheme       0.036554
InstallmentScheme     Wayofpayment            0.036554
FlagNegCust           ResidenceCompanyCity    0.036937
ResidenceCompanyCity  FlagNegCust             0.036937
CAMOSObligorExposure  FirstInstallment        0.036972
FirstInstallment      CAMOSObligorExposure    0.036972
Jenis_KPM             MadeIn                  0.037122
MadeIn                Jenis_KPM               0.037122
SektorEkonomi         HomeCompanyStatus       0.037123
HomeCompanyStatus     SektorEkonomi           0.037123
SupplierAssetStatus   Creditscore             0.037194
Creditscore           SupplierAssetStatus     0.037194
isKPM                 AssetCategory           0.037458
AssetCategory         isKPM                   0.037458
AssetCategoryId       isKPM                   0.037458
isKPM                 AssetCategoryId         0.037458
FlagMerkPopular       flagImpactHL            0.037524
flagImpactHL          FlagMerkPopular         0.037524
flagImpact            FlagMerkPopular         0.037524
FlagMerkPopular       flagImpact              0.037524
jenispinjaman         MadeIn                  0.037545
MadeIn                jenispinjaman           0.037545
FlagMerkPopular       GroupProductId          0.037707
GroupProductId        FlagMerkPopular         0.037707
DPPercentage          PersonalType            0.037734
PersonalType          DPPercentage            0.037734
FlagNegCust           UsedNew                 0.038234
UsedNew               FlagNegCust             0.038234
jmltunggakanhari      ProductOffering         0.038323
ProductOffering       jmltunggakanhari        0.038323
InstallmentScheme     SektorEkonomi           0.038326
SektorEkonomi         InstallmentScheme       0.038326
CompanyCity           MadeIn                  0.038769
MadeIn                CompanyCity             0.038769
PurposeOfFinancingID  jenispinjaman           0.038900
jenispinjaman         PurposeOfFinancingID    0.038900
isoveride             InstallmentScheme       0.039071
InstallmentScheme     isoveride               0.039071
Pekerjaan             InstallmentScheme       0.039600
InstallmentScheme     Pekerjaan               0.039600
jmltunggakanpokok     AssetCategoryId         0.039720
AssetCategoryId       jmltunggakanpokok       0.039720
jmltunggakanpokok     AssetCategory           0.039722
AssetCategory         jmltunggakanpokok       0.039722
Pendidikan            Creditscore             0.039989
Creditscore           Pendidikan              0.039989
DPPercentage          AssetUsage              0.040039
AssetUsage            DPPercentage            0.040039
Gender                MadeIn                  0.040091
MadeIn                Gender                  0.040091
UsedNew               PersonalType            0.040394
PersonalType          UsedNew                 0.040394
CreditScoringResult   HomeCompanyStatus       0.040480
HomeCompanyStatus     CreditScoringResult     0.040480
AutoApprovalFailed    Pendidikan              0.040659
Pendidikan            AutoApprovalFailed      0.040659
Wayofpayment          PurposeOfFinancingID    0.040780
PurposeOfFinancingID  Wayofpayment            0.040780
isoveride             PersonalType            0.041064
PersonalType          isoveride               0.041064
flagbad               PersonalType            0.041384
PersonalType          flagbad                 0.041384
                      isKPM                   0.041445
isKPM                 PersonalType            0.041445
Pendapatan            FirstInstallment        0.041941
FirstInstallment      Pendapatan              0.041941
Gender                jenispinjaman           0.042061
jenispinjaman         Gender                  0.042061
FlagRO                Pendidikan              0.042331
Pendidikan            FlagRO                  0.042331
Jenis_KPM             Pekerjaan               0.042538
Pekerjaan             Jenis_KPM               0.042538
jenispinjaman         isKPM                   0.042582
isKPM                 jenispinjaman           0.042582
ProductType           flagbad                 0.042610
flagbad               ProductType             0.042610
InstallmentScheme     FlagRO                  0.042615
FlagRO                InstallmentScheme       0.042615
MadeIn                AssetUsage              0.042851
AssetUsage            MadeIn                  0.042851
IsSyariah             AssetCategory           0.042986
AssetCategory         IsSyariah               0.042986
AssetCategoryId       IsSyariah               0.042989
IsSyariah             AssetCategoryId         0.042989
flagbad               FlagMerkPopular         0.043524
FlagMerkPopular       flagbad                 0.043524
HomeCompanyStatus     FirstInstallment        0.043527
FirstInstallment      HomeCompanyStatus       0.043527
                      GroupProductId          0.043569
GroupProductId        FirstInstallment        0.043569
isKPM                 FlagRO                  0.043738
FlagRO                isKPM                   0.043738
FlagNegCust           Pendapatan              0.043973
Pendapatan            FlagNegCust             0.043973
Jenis_KPM             NTFIDR                  0.044270
NTFIDR                Jenis_KPM               0.044270
MaritalStatus         AssetCategory           0.044482
AssetCategory         MaritalStatus           0.044482
MaritalStatus         AssetCategoryId         0.044499
AssetCategoryId       MaritalStatus           0.044499
PurposeOfFinancingID  Pendidikan              0.044528
Pendidikan            PurposeOfFinancingID    0.044528
FirstInstallment      IsSyariah               0.044529
IsSyariah             FirstInstallment        0.044529
Wayofpayment          numofassetunit          0.044597
numofassetunit        Wayofpayment            0.044597
Jenis_KPM             FlagRO                  0.044609
FlagRO                Jenis_KPM               0.044609
GroupProductId        Autoapprovalresult      0.044779
Autoapprovalresult    GroupProductId          0.044779
AssetUsage            GroupProductId          0.044863
GroupProductId        AssetUsage              0.044863
IsSyariah             Pekerjaan               0.044997
Pekerjaan             IsSyariah               0.044997
Pendidikan            isoveride               0.045049
isoveride             Pendidikan              0.045049
CreditScoringResult   Pendidikan              0.045114
Pendidikan            CreditScoringResult     0.045114
FlagRO                GroupProductId          0.045149
GroupProductId        FlagRO                  0.045149
jenispinjaman         HomeCompanyStatus       0.045349
HomeCompanyStatus     jenispinjaman           0.045349
CreditScoringResult   PersonalType            0.045689
PersonalType          CreditScoringResult     0.045689
MaritalStatus         ProductOffering         0.045711
ProductOffering       MaritalStatus           0.045711
FlagNegCust           AssetCategory           0.046015
AssetCategory         FlagNegCust             0.046015
AssetCategoryId       FlagNegCust             0.046017
FlagNegCust           AssetCategoryId         0.046017
isoveride             FlagMerkPopular         0.046021
FlagMerkPopular       isoveride               0.046021
HomeCompanyStatus     AssetCategoryId         0.046035
AssetCategoryId       HomeCompanyStatus       0.046035
HomeCompanyStatus     AssetCategory           0.046040
AssetCategory         HomeCompanyStatus       0.046040
jenispinjaman         FlagMerkPopular         0.046165
FlagMerkPopular       jenispinjaman           0.046165
flagImpact            UsedNew                 0.046450
UsedNew               flagImpact              0.046450
                      flagImpactHL            0.046569
flagImpactHL          UsedNew                 0.046569
isoveride             Wayofpayment            0.046697
Wayofpayment          isoveride               0.046697
Gender                FlagMerkPopular         0.047045
FlagMerkPopular       Gender                  0.047045
Pekerjaan             isKPM                   0.047162
isKPM                 Pekerjaan               0.047162
jenispinjaman         CAMOSObligorExposure    0.047165
CAMOSObligorExposure  jenispinjaman           0.047165
MaritalStatus         jenispinjaman           0.047339
jenispinjaman         MaritalStatus           0.047339
jmltunggakanpokok     jenispinjaman           0.047521
jenispinjaman         jmltunggakanpokok       0.047521
                      InstallmentScheme       0.047564
InstallmentScheme     jenispinjaman           0.047564
Jenis_KPM             isoveride               0.047803
isoveride             Jenis_KPM               0.047803
Pendidikan            AssetCategory           0.048262
AssetCategory         Pendidikan              0.048262
AssetCategoryId       Pendidikan              0.048262
Pendidikan            AssetCategoryId         0.048262
CAMOSObligorExposure  isoveride               0.048663
isoveride             CAMOSObligorExposure    0.048663
ProductType           Bidang_usaha            0.048728
Bidang_usaha          ProductType             0.048728
CreditScoreSchemeID   UsedNew                 0.048788
UsedNew               CreditScoreSchemeID     0.048788
Pendapatan            MainCoverage            0.048791
MainCoverage          Pendapatan              0.048791
jenispinjaman         Pendapatan              0.048995
Pendapatan            jenispinjaman           0.048995
Pendidikan            flagbad                 0.049149
flagbad               Pendidikan              0.049149
ProductType           PersonalType            0.049403
PersonalType          ProductType             0.049403
AssetCategoryId       Bidang_usaha            0.049427
Bidang_usaha          AssetCategoryId         0.049427
                      AssetCategory           0.049431
AssetCategory         Bidang_usaha            0.049431
jenispinjaman         Pendidikan              0.049661
Pendidikan            jenispinjaman           0.049661
isoveride             isKPM                   0.049735
isKPM                 isoveride               0.049735
Creditscore           HomeCompanyStatus       0.049770
HomeCompanyStatus     Creditscore             0.049770
jenispinjaman         AssetUsage              0.049959
AssetUsage            jenispinjaman           0.049959
PersonalType          SupplierAssetStatus     0.050098
SupplierAssetStatus   PersonalType            0.050098
PersonalType          MadeIn                  0.050314
MadeIn                PersonalType            0.050314
AssetCategory         Pekerjaan               0.051311
Pekerjaan             AssetCategory           0.051311
                      AssetCategoryId         0.051314
AssetCategoryId       Pekerjaan               0.051314
Autoapprovalresult    InstallmentScheme       0.051329
InstallmentScheme     Autoapprovalresult      0.051329
Autoapprovalresult    Bidang_usaha            0.051420
Bidang_usaha          Autoapprovalresult      0.051420
applicationsource     Pekerjaan               0.051522
Pekerjaan             applicationsource       0.051522
Pendapatan            UsedNew                 0.052064
UsedNew               Pendapatan              0.052064
Wayofpayment          Bidang_usaha            0.052135
Bidang_usaha          Wayofpayment            0.052135
                      applicationsource       0.052297
applicationsource     Bidang_usaha            0.052297
SektorEkonomi         Pendapatan              0.052521
Pendapatan            SektorEkonomi           0.052521
Creditscore           PurposeOfFinancingID    0.052560
PurposeOfFinancingID  Creditscore             0.052560
FlagNegCust           MadeIn                  0.052618
MadeIn                FlagNegCust             0.052618
isoveride             FirstInstallment        0.052787
FirstInstallment      isoveride               0.052787
FlagMerkPopular       Pendidikan              0.052952
Pendidikan            FlagMerkPopular         0.052952
IsSyariah             MainCoverage            0.053032
MainCoverage          IsSyariah               0.053032
NTFIDR                AssetUsage              0.053195
AssetUsage            NTFIDR                  0.053195
PersonalType          Wayofpayment            0.053340
Wayofpayment          PersonalType            0.053340
                      SupplierAssetStatus     0.053409
SupplierAssetStatus   Wayofpayment            0.053409
Pekerjaan             ProductType             0.053420
ProductType           Pekerjaan               0.053420
InstallmentScheme     Bidang_usaha            0.053627
Bidang_usaha          InstallmentScheme       0.053627
GroupProductId        isoveride               0.053886
isoveride             GroupProductId          0.053886
Pendidikan            NTFIDR                  0.053951
NTFIDR                Pendidikan              0.053951
jenispinjaman         flagbad                 0.054035
flagbad               jenispinjaman           0.054035
Bidang_usaha          Jenis_KPM               0.054190
Jenis_KPM             Bidang_usaha            0.054190
UsedNew               Pekerjaan               0.054365
Pekerjaan             UsedNew                 0.054365
MainCoverage          isKPM                   0.054374
isKPM                 MainCoverage            0.054374
isoveride             SupplierAssetStatus     0.054521
SupplierAssetStatus   isoveride               0.054521
applicationsource     FirstInstallment        0.054618
FirstInstallment      applicationsource       0.054618
MaritalStatus         PersonalType            0.054915
PersonalType          MaritalStatus           0.054915
HomeCompanyStatus     ProductOffering         0.055709
ProductOffering       HomeCompanyStatus       0.055709
MadeIn                ResidenceCompanyCity    0.055727
ResidenceCompanyCity  MadeIn                  0.055727
MaritalStatus         CompanyCity             0.055822
CompanyCity           MaritalStatus           0.055822
MaritalStatus         AutoApprovalFailed      0.056158
AutoApprovalFailed    MaritalStatus           0.056158
CreditScoringResult   flagbad                 0.056378
flagbad               CreditScoringResult     0.056378
Wayofpayment          Creditscore             0.056749
Creditscore           Wayofpayment            0.056749
Bidang_usaha          CreditScoreSchemeID     0.056905
CreditScoreSchemeID   Bidang_usaha            0.056905
PurposeOfFinancingID  FlagRO                  0.057380
FlagRO                PurposeOfFinancingID    0.057380
AssetType             AutoApprovalFailed      0.057484
AutoApprovalFailed    AssetType               0.057484
DPPercentage          jenispinjaman           0.057952
jenispinjaman         DPPercentage            0.057952
flagbad               Autoapprovalresult      0.058069
Autoapprovalresult    flagbad                 0.058069
SupplierAssetStatus   CreditScoreSchemeID     0.058265
CreditScoreSchemeID   SupplierAssetStatus     0.058265
CAMOSObligorExposure  SektorEkonomi           0.058380
SektorEkonomi         CAMOSObligorExposure    0.058380
GroupProductId        AssetType               0.058568
AssetType             GroupProductId          0.058568
IsSyariah             Creditscore             0.058625
Creditscore           IsSyariah               0.058625
flagImpact            jenispinjaman           0.058806
jenispinjaman         flagImpact              0.058806
flagImpact            SupplierAssetStatus     0.058826
SupplierAssetStatus   flagImpact              0.058826
flagImpactHL          SupplierAssetStatus     0.058937
SupplierAssetStatus   flagImpactHL            0.058937
PurposeOfFinancingID  SupplierAssetStatus     0.059176
SupplierAssetStatus   PurposeOfFinancingID    0.059176
PurposeOfFinancingID  CAMOSObligorExposure    0.059242
CAMOSObligorExposure  PurposeOfFinancingID    0.059242
flagImpactHL          jenispinjaman           0.059250
jenispinjaman         flagImpactHL            0.059250
SektorEkonomi         FlagNegCust             0.059354
FlagNegCust           SektorEkonomi           0.059354
applicationsource     SupplierAssetStatus     0.059441
SupplierAssetStatus   applicationsource       0.059441
IsSyariah             CreditScoringResult     0.059482
CreditScoringResult   IsSyariah               0.059482
MaritalStatus         flagImpact              0.059484
flagImpact            MaritalStatus           0.059484
Gender                NTFIDR                  0.059647
NTFIDR                Gender                  0.059647
flagImpactHL          MaritalStatus           0.059704
MaritalStatus         flagImpactHL            0.059704
FlagRO                Gender                  0.060120
Gender                FlagRO                  0.060120
numofassetunit        applicationsource       0.060139
applicationsource     numofassetunit          0.060139
ProductOffering       CompanyCity             0.060766
CompanyCity           ProductOffering         0.060766
IsSyariah             Autoapprovalresult      0.060771
Autoapprovalresult    IsSyariah               0.060771
DPPercentage          Pendidikan              0.061052
Pendidikan            DPPercentage            0.061052
PersonalType          Creditscore             0.061215
Creditscore           PersonalType            0.061215
ProductType           Jenis_KPM               0.061328
Jenis_KPM             ProductType             0.061328
FlagRO                MaritalStatus           0.061396
MaritalStatus         FlagRO                  0.061396
FirstInstallment      UsedNew                 0.061561
UsedNew               FirstInstallment        0.061561
AssetUsage            CreditScoringResult     0.061656
CreditScoringResult   AssetUsage              0.061656
GroupProductId        CreditScoringResult     0.061670
CreditScoringResult   GroupProductId          0.061670
Wayofpayment          CAMOSObligorExposure    0.061735
CAMOSObligorExposure  Wayofpayment            0.061735
flagbad               CreditScoreSchemeID     0.061788
CreditScoreSchemeID   flagbad                 0.061788
FirstInstallment      Wayofpayment            0.061937
Wayofpayment          FirstInstallment        0.061937
                      Pekerjaan               0.062762
Pekerjaan             Wayofpayment            0.062762
Wayofpayment          FlagMerkPopular         0.062785
FlagMerkPopular       Wayofpayment            0.062785
jenispinjaman         applicationsource       0.063134
applicationsource     jenispinjaman           0.063134
MaritalStatus         ResidenceCompanyCity    0.063150
ResidenceCompanyCity  MaritalStatus           0.063150
PersonalType          SektorEkonomi           0.063457
SektorEkonomi         PersonalType            0.063457
SupplierId            MaritalStatus           0.063732
MaritalStatus         SupplierId              0.063732
HomeCompanyStatus     Gender                  0.063756
Gender                HomeCompanyStatus       0.063756
Wayofpayment          Autoapprovalresult      0.063884
Autoapprovalresult    Wayofpayment            0.063884
SektorEkonomi         AssetUsage              0.064035
AssetUsage            SektorEkonomi           0.064035
flagImpactHL          CAMOSObligorExposure    0.064282
CAMOSObligorExposure  flagImpactHL            0.064282
                      flagImpact              0.064282
flagImpact            CAMOSObligorExposure    0.064282
Pekerjaan             SupplierAssetStatus     0.064509
SupplierAssetStatus   Pekerjaan               0.064509
FlagNegCust           NTFIDR                  0.064651
NTFIDR                FlagNegCust             0.064651
jmltunggakanhari      SupplierName            0.064744
SupplierName          jmltunggakanhari        0.064744
CreditScoreSchemeID   GroupProductId          0.064823
GroupProductId        CreditScoreSchemeID     0.064823
Pekerjaan             ResidenceCompanyCity    0.064969
ResidenceCompanyCity  Pekerjaan               0.064969
CreditScoreSchemeID   Pekerjaan               0.065139
Pekerjaan             CreditScoreSchemeID     0.065139
applicationsource     Autoapprovalresult      0.065412
Autoapprovalresult    applicationsource       0.065412
                      AssetUsage              0.065887
AssetUsage            Autoapprovalresult      0.065887
                      flagbad                 0.065892
flagbad               AssetUsage              0.065892
CAMOSObligorExposure  Autoapprovalresult      0.065961
Autoapprovalresult    CAMOSObligorExposure    0.065961
MainCoverage          SupplierAssetStatus     0.066026
SupplierAssetStatus   MainCoverage            0.066026
Pendidikan            ProductOffering         0.066131
ProductOffering       Pendidikan              0.066131
CAMOSObligorExposure  CreditScoringResult     0.066247
CreditScoringResult   CAMOSObligorExposure    0.066247
IsSyariah             jenispinjaman           0.066287
jenispinjaman         IsSyariah               0.066287
HomeCompanyStatus     NTFIDR                  0.066607
NTFIDR                HomeCompanyStatus       0.066607
ProductOffering       Gender                  0.066797
Gender                ProductOffering         0.066797
MaritalStatus         SupplierName            0.066875
SupplierName          MaritalStatus           0.066875
ProductOffering       Bidang_usaha            0.067067
Bidang_usaha          ProductOffering         0.067067
Creditscore           Bidang_usaha            0.067131
Bidang_usaha          Creditscore             0.067131
                      flagbad                 0.067568
flagbad               Bidang_usaha            0.067568
Bidang_usaha          CreditScoringResult     0.067604
CreditScoringResult   Bidang_usaha            0.067604
applicationsource     ProductType             0.067676
ProductType           applicationsource       0.067676
numofassetunit        ProductType             0.067788
ProductType           numofassetunit          0.067788
flagbad               Pekerjaan               0.067845
Pekerjaan             flagbad                 0.067845
GroupProductId        Creditscore             0.067867
Creditscore           GroupProductId          0.067867
SupplierName          Pekerjaan               0.068144
Pekerjaan             SupplierName            0.068144
MadeIn                Wayofpayment            0.068332
Wayofpayment          MadeIn                  0.068332
PersonalType          Gender                  0.068578
Gender                PersonalType            0.068578
flagImpact            HomeCompanyStatus       0.068653
HomeCompanyStatus     flagImpact              0.068653
MadeIn                MainCoverage            0.068762
MainCoverage          MadeIn                  0.068762
flagImpactHL          HomeCompanyStatus       0.068843
HomeCompanyStatus     flagImpactHL            0.068843
jenispinjaman         AssetCategoryId         0.068954
AssetCategoryId       jenispinjaman           0.068954
AssetCategory         jenispinjaman           0.068957
jenispinjaman         AssetCategory           0.068957
Bidang_usaha          isoveride               0.069344
isoveride             Bidang_usaha            0.069344
PurposeOfFinancingID  Bidang_usaha            0.069356
Bidang_usaha          PurposeOfFinancingID    0.069356
Pendidikan            FirstInstallment        0.069382
FirstInstallment      Pendidikan              0.069382
IsSyariah             SektorEkonomi           0.069565
SektorEkonomi         IsSyariah               0.069565
Autoapprovalresult    MainCoverage            0.069774
MainCoverage          Autoapprovalresult      0.069774
MaritalStatus         Bidang_usaha            0.069812
Bidang_usaha          MaritalStatus           0.069812
isoveride             flagbad                 0.070115
flagbad               isoveride               0.070115
Bidang_usaha          AutoApprovalFailed      0.070147
AutoApprovalFailed    Bidang_usaha            0.070147
InstallmentScheme     CreditScoringResult     0.070307
CreditScoringResult   InstallmentScheme       0.070307
HomeCompanyStatus     FlagRO                  0.070483
FlagRO                HomeCompanyStatus       0.070483
jmltunggakanpokok     AutoApprovalFailed      0.070528
AutoApprovalFailed    jmltunggakanpokok       0.070528
SektorEkonomi         AssetType               0.070787
AssetType             SektorEkonomi           0.070787
Wayofpayment          SektorEkonomi           0.071187
SektorEkonomi         Wayofpayment            0.071187
ProductType           MadeIn                  0.071475
MadeIn                ProductType             0.071475
Gender                AutoApprovalFailed      0.072601
AutoApprovalFailed    Gender                  0.072601
CreditScoreSchemeID   FlagRO                  0.073133
FlagRO                CreditScoreSchemeID     0.073133
SupplierAssetStatus   FirstInstallment        0.073712
FirstInstallment      SupplierAssetStatus     0.073712
GroupProductId        PurposeOfFinancingID    0.073785
PurposeOfFinancingID  GroupProductId          0.073785
applicationsource     CreditScoreSchemeID     0.073810
CreditScoreSchemeID   applicationsource       0.073810
MainCoverage          Wayofpayment            0.074127
Wayofpayment          MainCoverage            0.074127
Pendidikan            Gender                  0.074209
Gender                Pendidikan              0.074209
SektorEkonomi         applicationsource       0.074549
applicationsource     SektorEkonomi           0.074549
Bidang_usaha          isKPM                   0.074570
isKPM                 Bidang_usaha            0.074570
Pekerjaan             Autoapprovalresult      0.074765
Autoapprovalresult    Pekerjaan               0.074765
FlagRO                Wayofpayment            0.074919
Wayofpayment          FlagRO                  0.074919
FirstInstallment      flagImpact              0.074972
flagImpact            FirstInstallment        0.074972
flagImpactHL          FirstInstallment        0.075033
FirstInstallment      flagImpactHL            0.075033
MainCoverage          PersonalType            0.075101
PersonalType          MainCoverage            0.075101
SektorEkonomi         SupplierAssetStatus     0.076251
SupplierAssetStatus   SektorEkonomi           0.076251
SektorEkonomi         flagImpact              0.076761
flagImpact            SektorEkonomi           0.076761
SupplierId            Pekerjaan               0.076993
Pekerjaan             SupplierId              0.076993
MainCoverage          applicationsource       0.077337
applicationsource     MainCoverage            0.077337
MadeIn                isoveride               0.077341
isoveride             MadeIn                  0.077341
AssetType             MadeIn                  0.077760
MadeIn                AssetType               0.077760
Creditscore           NTFIDR                  0.077936
NTFIDR                Creditscore             0.077936
CreditScoreSchemeID   InstallmentScheme       0.078152
InstallmentScheme     CreditScoreSchemeID     0.078152
SektorEkonomi         jenispinjaman           0.078270
jenispinjaman         SektorEkonomi           0.078270
AutoApprovalFailed    FlagNegCust             0.078362
FlagNegCust           AutoApprovalFailed      0.078362
PurposeOfFinancingID  CreditScoreSchemeID     0.079203
CreditScoreSchemeID   PurposeOfFinancingID    0.079203
CAMOSObligorExposure  FlagNegCust             0.079917
FlagNegCust           CAMOSObligorExposure    0.079917
FlagMerkPopular       SektorEkonomi           0.081057
SektorEkonomi         FlagMerkPopular         0.081057
PurposeOfFinancingID  MainCoverage            0.081169
MainCoverage          PurposeOfFinancingID    0.081169
                      CAMOSObligorExposure    0.081171
CAMOSObligorExposure  MainCoverage            0.081171
UsedNew               CompanyCity             0.081722
CompanyCity           UsedNew                 0.081722
FlagRO                Creditscore             0.082133
Creditscore           FlagRO                  0.082133
Jenis_KPM             AutoApprovalFailed      0.082259
AutoApprovalFailed    Jenis_KPM               0.082259
MainCoverage          NTFIDR                  0.082325
NTFIDR                MainCoverage            0.082325
Bidang_usaha          jenispinjaman           0.082558
jenispinjaman         Bidang_usaha            0.082558
FirstInstallment      PersonalType            0.082748
PersonalType          FirstInstallment        0.082748
                      CAMOSObligorExposure    0.083048
CAMOSObligorExposure  PersonalType            0.083048
CreditScoreSchemeID   Jenis_KPM               0.083164
Jenis_KPM             CreditScoreSchemeID     0.083164
jenispinjaman         Wayofpayment            0.083217
Wayofpayment          jenispinjaman           0.083217
Pendapatan            Wayofpayment            0.083293
Wayofpayment          Pendapatan              0.083293
jmltunggakanhari      SupplierId              0.083529
SupplierId            jmltunggakanhari        0.083529
Bidang_usaha          HomeCompanyStatus       0.083582
HomeCompanyStatus     Bidang_usaha            0.083582
applicationsource     CreditScoringResult     0.083922
CreditScoringResult   applicationsource       0.083922
flagImpactHL          SektorEkonomi           0.084183
SektorEkonomi         flagImpactHL            0.084183
flagbad               AssetCategoryId         0.084490
AssetCategoryId       flagbad                 0.084490
AssetCategory         flagbad                 0.084494
flagbad               AssetCategory           0.084494
Wayofpayment          AssetCategory           0.084764
AssetCategory         Wayofpayment            0.084764
Pekerjaan             PurposeOfFinancingID    0.084774
PurposeOfFinancingID  Pekerjaan               0.084774
Wayofpayment          AssetCategoryId         0.084777
AssetCategoryId       Wayofpayment            0.084777
Wayofpayment          DPPercentage            0.084809
DPPercentage          Wayofpayment            0.084809
CreditScoreSchemeID   FlagMerkPopular         0.084840
FlagMerkPopular       CreditScoreSchemeID     0.084840
Autoapprovalresult    MadeIn                  0.085286
MadeIn                Autoapprovalresult      0.085286
PersonalType          PurposeOfFinancingID    0.085375
PurposeOfFinancingID  PersonalType            0.085375
CreditScoringResult   Wayofpayment            0.085552
Wayofpayment          CreditScoringResult     0.085552
ProductType           isKPM                   0.085709
isKPM                 ProductType             0.085709
AssetCategoryId       ResidenceCompanyCity    0.085711
ResidenceCompanyCity  AssetCategoryId         0.085711
AssetCategory         ResidenceCompanyCity    0.085712
ResidenceCompanyCity  AssetCategory           0.085712
MainCoverage          SektorEkonomi           0.088003
SektorEkonomi         MainCoverage            0.088003
FlagMerkPopular       Pendapatan              0.088077
Pendapatan            FlagMerkPopular         0.088077
Gender                AssetCategory           0.088184
AssetCategory         Gender                  0.088184
Gender                AssetCategoryId         0.088202
AssetCategoryId       Gender                  0.088202
IsSyariah             CreditScoreSchemeID     0.088535
CreditScoreSchemeID   IsSyariah               0.088535
HomeCompanyStatus     DPPercentage            0.089251
DPPercentage          HomeCompanyStatus       0.089251
CreditScoreSchemeID   MadeIn                  0.089290
MadeIn                CreditScoreSchemeID     0.089290
ResidenceCompanyCity  Gender                  0.089886
Gender                ResidenceCompanyCity    0.089886
UsedNew               applicationsource       0.090090
applicationsource     UsedNew                 0.090090
MadeIn                GroupProductId          0.090107
GroupProductId        MadeIn                  0.090107
PersonalType          HomeCompanyStatus       0.090190
HomeCompanyStatus     PersonalType            0.090190
GroupProductId        AutoApprovalFailed      0.090505
AutoApprovalFailed    GroupProductId          0.090505
UsedNew               CAMOSObligorExposure    0.091378
CAMOSObligorExposure  UsedNew                 0.091378
isoveride             Pekerjaan               0.091526
Pekerjaan             isoveride               0.091526
FlagRO                MainCoverage            0.091547
MainCoverage          FlagRO                  0.091547
flagbad               AutoApprovalFailed      0.091846
AutoApprovalFailed    flagbad                 0.091846
CreditScoringResult   MainCoverage            0.092156
MainCoverage          CreditScoringResult     0.092156
DPPercentage          InstallmentScheme       0.092258
InstallmentScheme     DPPercentage            0.092258
AssetCategoryId       SektorEkonomi           0.092745
SektorEkonomi         AssetCategoryId         0.092745
                      AssetCategory           0.092747
AssetCategory         SektorEkonomi           0.092747
ResidenceCompanyCity  ProductOffering         0.092959
ProductOffering       ResidenceCompanyCity    0.092959
CreditScoringResult   FlagRO                  0.092968
FlagRO                CreditScoringResult     0.092968
flagImpact            MadeIn                  0.093202
MadeIn                flagImpact              0.093202
CompanyCity           InstallmentScheme       0.093218
InstallmentScheme     CompanyCity             0.093218
Bidang_usaha          SupplierAssetStatus     0.093308
SupplierAssetStatus   Bidang_usaha            0.093308
Pekerjaan             MaritalStatus           0.093481
MaritalStatus         Pekerjaan               0.093481
MadeIn                flagImpactHL            0.093588
flagImpactHL          MadeIn                  0.093588
Autoapprovalresult    FlagRO                  0.094005
FlagRO                Autoapprovalresult      0.094005
MadeIn                SektorEkonomi           0.095476
SektorEkonomi         MadeIn                  0.095476
MainCoverage          AssetUsage              0.095760
AssetUsage            MainCoverage            0.095760
Wayofpayment          ProductType             0.096517
ProductType           Wayofpayment            0.096517
ResidenceCompanyCity  UsedNew                 0.096819
UsedNew               ResidenceCompanyCity    0.096819
AutoApprovalFailed    SektorEkonomi           0.097014
SektorEkonomi         AutoApprovalFailed      0.097014
MadeIn                FirstInstallment        0.097113
FirstInstallment      MadeIn                  0.097113
CreditScoreSchemeID   AssetUsage              0.097420
AssetUsage            CreditScoreSchemeID     0.097420
Pekerjaan             jenispinjaman           0.097534
jenispinjaman         Pekerjaan               0.097534
Pekerjaan             CompanyCity             0.097913
CompanyCity           Pekerjaan               0.097913
AssetUsage            isoveride               0.098078
isoveride             AssetUsage              0.098078
AssetCategoryId       AutoApprovalFailed      0.098102
AutoApprovalFailed    AssetCategoryId         0.098102
AssetCategory         AutoApprovalFailed      0.098102
AutoApprovalFailed    AssetCategory           0.098102
AssetCategory         GroupProductId          0.098417
GroupProductId        AssetCategory           0.098417
                      AssetCategoryId         0.098417
AssetCategoryId       GroupProductId          0.098417
Pendapatan            CompanyCity             0.098882
CompanyCity           Pendapatan              0.098882
ResidenceCompanyCity  InstallmentScheme       0.098931
InstallmentScheme     ResidenceCompanyCity    0.098931
CreditScoringResult   Pekerjaan               0.098941
Pekerjaan             CreditScoringResult     0.098941
UsedNew               FlagMerkPopular         0.099019
FlagMerkPopular       UsedNew                 0.099019
SektorEkonomi         PurposeOfFinancingID    0.099668
PurposeOfFinancingID  SektorEkonomi           0.099668
FlagMerkPopular       MainCoverage            0.100221
MainCoverage          FlagMerkPopular         0.100221
UsedNew               NTFIDR                  0.100385
NTFIDR                UsedNew                 0.100385
MainCoverage          jenispinjaman           0.102522
jenispinjaman         MainCoverage            0.102522
Creditscore           MadeIn                  0.102667
MadeIn                Creditscore             0.102667
DPPercentage          AssetCategoryId         0.102811
AssetCategoryId       DPPercentage            0.102811
DPPercentage          AssetCategory           0.102813
AssetCategory         DPPercentage            0.102813
DPPercentage          ProductType             0.103205
ProductType           DPPercentage            0.103205
DPPercentage          SektorEkonomi           0.103659
SektorEkonomi         DPPercentage            0.103659
Bidang_usaha          FlagMerkPopular         0.104593
FlagMerkPopular       Bidang_usaha            0.104593
UsedNew               SektorEkonomi           0.104722
SektorEkonomi         UsedNew                 0.104722
jenispinjaman         NTFIDR                  0.104847
NTFIDR                jenispinjaman           0.104847
SektorEkonomi         flagbad                 0.105065
flagbad               SektorEkonomi           0.105065
CAMOSObligorExposure  Pekerjaan               0.105319
Pekerjaan             CAMOSObligorExposure    0.105319
Pendidikan            AssetUsage              0.106181
AssetUsage            Pendidikan              0.106181
FlagRO                SektorEkonomi           0.106228
SektorEkonomi         FlagRO                  0.106228
Creditscore           Pekerjaan               0.106303
Pekerjaan             Creditscore             0.106303
jenispinjaman         FirstInstallment        0.106592
FirstInstallment      jenispinjaman           0.106592
Bidang_usaha          FirstInstallment        0.106773
FirstInstallment      Bidang_usaha            0.106773
Gender                CompanyCity             0.106947
CompanyCity           Gender                  0.106947
                      HomeCompanyStatus       0.107622
HomeCompanyStatus     CompanyCity             0.107622
NTFIDR                CreditScoringResult     0.108212
CreditScoringResult   NTFIDR                  0.108212
UsedNew               Bidang_usaha            0.108703
Bidang_usaha          UsedNew                 0.108703
MainCoverage          GroupProductId          0.108836
GroupProductId        MainCoverage            0.108836
flagbad               DPPercentage            0.108940
DPPercentage          flagbad                 0.108940
                      isoveride               0.109126
isoveride             DPPercentage            0.109126
FlagRO                FirstInstallment        0.109148
FirstInstallment      FlagRO                  0.109148
CompanyCity           AssetCategoryId         0.109334
AssetCategoryId       CompanyCity             0.109334
CompanyCity           AssetCategory           0.109335
AssetCategory         CompanyCity             0.109335
Pendapatan            SupplierAssetStatus     0.109389
SupplierAssetStatus   Pendapatan              0.109389
FlagRO                FlagMerkPopular         0.109519
FlagMerkPopular       FlagRO                  0.109519
UsedNew               MainCoverage            0.109604
MainCoverage          UsedNew                 0.109604
                      Pekerjaan               0.110142
Pekerjaan             MainCoverage            0.110142
AssetUsage            Bidang_usaha            0.110566
Bidang_usaha          AssetUsage              0.110566
NTFIDR                Autoapprovalresult      0.110633
Autoapprovalresult    NTFIDR                  0.110633
AssetUsage            FirstInstallment        0.110793
FirstInstallment      AssetUsage              0.110793
Gender                SupplierName            0.110996
SupplierName          Gender                  0.110996
Wayofpayment          CreditScoreSchemeID     0.111292
CreditScoreSchemeID   Wayofpayment            0.111292
Pendapatan            Bidang_usaha            0.112050
Bidang_usaha          Pendapatan              0.112050
isKPM                 AutoApprovalFailed      0.112088
AutoApprovalFailed    isKPM                   0.112088
FlagMerkPopular       SupplierAssetStatus     0.112391
SupplierAssetStatus   FlagMerkPopular         0.112391
SupplierId            Gender                  0.112679
Gender                SupplierId              0.112679
HomeCompanyStatus     Pekerjaan               0.113109
Pekerjaan             HomeCompanyStatus       0.113109
PersonalType          AssetUsage              0.113565
AssetUsage            PersonalType            0.113565
Pendapatan            ResidenceCompanyCity    0.114132
ResidenceCompanyCity  Pendapatan              0.114132
Bidang_usaha          ResidenceCompanyCity    0.114174
ResidenceCompanyCity  Bidang_usaha            0.114174
Pendidikan            CompanyCity             0.114743
CompanyCity           Pendidikan              0.114743
isKPM                 CreditScoreSchemeID     0.115029
CreditScoreSchemeID   isKPM                   0.115029
Pekerjaan             AssetUsage              0.116297
AssetUsage            Pekerjaan               0.116297
flagImpact            MainCoverage            0.116348
MainCoverage          flagImpact              0.116348
                      flagImpactHL            0.116404
flagImpactHL          MainCoverage            0.116404
DPPercentage          Bidang_usaha            0.117157
Bidang_usaha          DPPercentage            0.117157
CreditScoreSchemeID   SektorEkonomi           0.117169
SektorEkonomi         CreditScoreSchemeID     0.117169
FlagRO                FlagNegCust             0.117175
FlagNegCust           FlagRO                  0.117175
flagImpact            AutoApprovalFailed      0.117709
AutoApprovalFailed    flagImpact              0.117709
ResidenceCompanyCity  Pendidikan              0.117949
Pendidikan            ResidenceCompanyCity    0.117949
flagImpactHL          AutoApprovalFailed      0.118431
AutoApprovalFailed    flagImpactHL            0.118431
FirstInstallment      DPPercentage            0.118582
DPPercentage          FirstInstallment        0.118582
PurposeOfFinancingID  MadeIn                  0.118999
MadeIn                PurposeOfFinancingID    0.118999
Autoapprovalresult    AssetCategoryId         0.119295
AssetCategoryId       Autoapprovalresult      0.119295
Autoapprovalresult    AssetCategory           0.119316
AssetCategory         Autoapprovalresult      0.119316
CreditScoringResult   MadeIn                  0.119484
MadeIn                CreditScoringResult     0.119484
ResidenceCompanyCity  PurposeOfFinancingID    0.119943
PurposeOfFinancingID  ResidenceCompanyCity    0.119943
CompanyCity           Autoapprovalresult      0.120250
Autoapprovalresult    CompanyCity             0.120250
AutoApprovalFailed    applicationsource       0.120573
applicationsource     AutoApprovalFailed      0.120573
SektorEkonomi         ProductType             0.120780
ProductType           SektorEkonomi           0.120780
CompanyCity           SupplierAssetStatus     0.121867
SupplierAssetStatus   CompanyCity             0.121867
NTFIDR                SektorEkonomi           0.122004
SektorEkonomi         NTFIDR                  0.122004
Creditscore           FirstInstallment        0.122179
FirstInstallment      Creditscore             0.122179
Bidang_usaha          MainCoverage            0.122611
MainCoverage          Bidang_usaha            0.122611
FlagRO                ProductType             0.123057
ProductType           FlagRO                  0.123057
FlagRO                Pendapatan              0.123430
Pendapatan            FlagRO                  0.123430
FlagMerkPopular       CAMOSObligorExposure    0.124130
CAMOSObligorExposure  FlagMerkPopular         0.124130
NTFIDR                FirstInstallment        0.124891
FirstInstallment      NTFIDR                  0.124891
                      Pekerjaan               0.124924
Pekerjaan             FirstInstallment        0.124924
FlagNegCust           ProductOffering         0.125351
ProductOffering       FlagNegCust             0.125351
MadeIn                FlagRO                  0.125628
FlagRO                MadeIn                  0.125628
PersonalType          FlagMerkPopular         0.126452
FlagMerkPopular       PersonalType            0.126452
SupplierName          Pendidikan              0.126724
Pendidikan            SupplierName            0.126724
SupplierName          HomeCompanyStatus       0.127010
HomeCompanyStatus     SupplierName            0.127010
ResidenceCompanyCity  HomeCompanyStatus       0.127508
HomeCompanyStatus     ResidenceCompanyCity    0.127508
CompanyCity           Bidang_usaha            0.128032
Bidang_usaha          CompanyCity             0.128032
AssetCategoryId       Pendapatan              0.128258
Pendapatan            AssetCategoryId         0.128258
                      AssetCategory           0.128261
AssetCategory         Pendapatan              0.128261
DPPercentage          CreditScoreSchemeID     0.128317
CreditScoreSchemeID   DPPercentage            0.128317
SupplierAssetStatus   MadeIn                  0.128385
MadeIn                SupplierAssetStatus     0.128385
Autoapprovalresult    ResidenceCompanyCity    0.129503
ResidenceCompanyCity  Autoapprovalresult      0.129503
CompanyCity           GroupProductId          0.129567
GroupProductId        CompanyCity             0.129567
FlagMerkPopular       Pekerjaan               0.130277
Pekerjaan             FlagMerkPopular         0.130277
FlagRO                flagImpact              0.131040
flagImpact            FlagRO                  0.131040
flagImpactHL          FlagRO                  0.131083
FlagRO                flagImpactHL            0.131083
CompanyCity           FlagRO                  0.132406
FlagRO                CompanyCity             0.132406
Bidang_usaha          NTFIDR                  0.132488
NTFIDR                Bidang_usaha            0.132488
SupplierId            HomeCompanyStatus       0.132494
HomeCompanyStatus     SupplierId              0.132494
flagImpact            NTFIDR                  0.132664
NTFIDR                flagImpact              0.132664
                      flagImpactHL            0.132664
flagImpactHL          NTFIDR                  0.132664
AssetCategoryId       SupplierAssetStatus     0.132698
SupplierAssetStatus   AssetCategoryId         0.132698
                      AssetCategory           0.132703
AssetCategory         SupplierAssetStatus     0.132703
Pendidikan            SupplierId              0.132970
SupplierId            Pendidikan              0.132970
Pendapatan            AutoApprovalFailed      0.133032
AutoApprovalFailed    Pendapatan              0.133032
Jenis_KPM             CompanyCity             0.133343
CompanyCity           Jenis_KPM               0.133343
CreditScoreSchemeID   CompanyCity             0.133448
CompanyCity           CreditScoreSchemeID     0.133448
SupplierName          Bidang_usaha            0.133475
Bidang_usaha          SupplierName            0.133475
CreditScoreSchemeID   ResidenceCompanyCity    0.133980
ResidenceCompanyCity  CreditScoreSchemeID     0.133980
CreditScoringResult   FirstInstallment        0.135138
FirstInstallment      CreditScoringResult     0.135138
Pendapatan            Pekerjaan               0.135714
Pekerjaan             Pendapatan              0.135714
SupplierAssetStatus   ResidenceCompanyCity    0.136593
ResidenceCompanyCity  SupplierAssetStatus     0.136593
SektorEkonomi         Creditscore             0.136730
Creditscore           SektorEkonomi           0.136730
MadeIn                Pendapatan              0.136997
Pendapatan            MadeIn                  0.136997
InstallmentScheme     AssetCategoryId         0.137281
AssetCategoryId       InstallmentScheme       0.137281
InstallmentScheme     AssetCategory           0.137283
AssetCategory         InstallmentScheme       0.137283
Pendapatan            PersonalType            0.137348
PersonalType          Pendapatan              0.137348
AutoApprovalFailed    CompanyCity             0.137474
CompanyCity           AutoApprovalFailed      0.137474
NTFIDR                DPPercentage            0.137529
DPPercentage          NTFIDR                  0.137529
InstallmentScheme     AutoApprovalFailed      0.137661
AutoApprovalFailed    InstallmentScheme       0.137661
CompanyCity           isoveride               0.138045
isoveride             CompanyCity             0.138045
Wayofpayment          CompanyCity             0.138175
CompanyCity           Wayofpayment            0.138175
MainCoverage          DPPercentage            0.138469
DPPercentage          MainCoverage            0.138469
NTFIDR                Wayofpayment            0.138798
Wayofpayment          NTFIDR                  0.138798
jmltunggakanpokok     ProductOffering         0.139929
ProductOffering       jmltunggakanpokok       0.139929
Bidang_usaha          SupplierId              0.140200
SupplierId            Bidang_usaha            0.140200
jenispinjaman         PersonalType            0.141137
PersonalType          jenispinjaman           0.141137
AssetCategory         PersonalType            0.141605
PersonalType          AssetCategory           0.141605
AssetCategoryId       PersonalType            0.141608
PersonalType          AssetCategoryId         0.141608
ResidenceCompanyCity  isoveride               0.142622
isoveride             ResidenceCompanyCity    0.142622
DPPercentage          CompanyCity             0.142914
CompanyCity           DPPercentage            0.142914
FlagRO                Bidang_usaha            0.143688
Bidang_usaha          FlagRO                  0.143688
MainCoverage          ProductType             0.144123
ProductType           MainCoverage            0.144123
ResidenceCompanyCity  DPPercentage            0.145724
DPPercentage          ResidenceCompanyCity    0.145724
FlagRO                jenispinjaman           0.145757
jenispinjaman         FlagRO                  0.145757
flagImpact            ProductOffering         0.145919
ProductOffering       flagImpact              0.145919
FirstInstallment      Autoapprovalresult      0.146171
Autoapprovalresult    FirstInstallment        0.146171
Bidang_usaha          Pendidikan              0.146335
Pendidikan            Bidang_usaha            0.146335
CompanyCity           ProductType             0.146402
ProductType           CompanyCity             0.146402
AssetCategoryId       CreditScoreSchemeID     0.146952
CreditScoreSchemeID   AssetCategoryId         0.146952
                      AssetCategory           0.146957
AssetCategory         CreditScoreSchemeID     0.146957
CreditScoringResult   CompanyCity             0.146959
CompanyCity           CreditScoringResult     0.146959
NTFIDR                CompanyCity             0.147842
CompanyCity           NTFIDR                  0.147842
jenispinjaman         ProductType             0.148686
ProductType           jenispinjaman           0.148686
ResidenceCompanyCity  flagImpact              0.149497
flagImpact            ResidenceCompanyCity    0.149497
                      Pendidikan              0.150716
Pendidikan            flagImpact              0.150716
                      flagImpactHL            0.150911
flagImpactHL          Pendidikan              0.150911
CompanyCity           PurposeOfFinancingID    0.151164
PurposeOfFinancingID  CompanyCity             0.151164
GroupProductId        ResidenceCompanyCity    0.151190
ResidenceCompanyCity  GroupProductId          0.151190
ProductOffering       Pendapatan              0.151645
Pendapatan            ProductOffering         0.151645
GroupProductId        applicationsource       0.151675
applicationsource     GroupProductId          0.151675
Wayofpayment          ResidenceCompanyCity    0.151988
ResidenceCompanyCity  Wayofpayment            0.151988
AutoApprovalFailed    Pekerjaan               0.152534
Pekerjaan             AutoApprovalFailed      0.152534
ProductOffering       SektorEkonomi           0.152677
SektorEkonomi         ProductOffering         0.152677
Creditscore           CompanyCity             0.152863
CompanyCity           Creditscore             0.152863
PersonalType          NTFIDR                  0.153840
NTFIDR                PersonalType            0.153840
ResidenceCompanyCity  CreditScoringResult     0.154213
CreditScoringResult   ResidenceCompanyCity    0.154213
InstallmentScheme     flagbad                 0.155415
flagbad               InstallmentScheme       0.155415
FlagRO                ResidenceCompanyCity    0.155597
ResidenceCompanyCity  FlagRO                  0.155597
AutoApprovalFailed    Wayofpayment            0.155682
Wayofpayment          AutoApprovalFailed      0.155682
MainCoverage          CreditScoreSchemeID     0.156243
CreditScoreSchemeID   MainCoverage            0.156243
ResidenceCompanyCity  ProductType             0.156620
ProductType           ResidenceCompanyCity    0.156620
FlagRO                UsedNew                 0.156694
UsedNew               FlagRO                  0.156694
Creditscore           ResidenceCompanyCity    0.157425
ResidenceCompanyCity  Creditscore             0.157425
NTFIDR                ProductType             0.158636
ProductType           NTFIDR                  0.158636
isoveride             jenispinjaman           0.159162
jenispinjaman         isoveride               0.159162
SektorEkonomi         jmltunggakanhari        0.159878
jmltunggakanhari      SektorEkonomi           0.159878
ResidenceCompanyCity  flagImpactHL            0.160404
flagImpactHL          ResidenceCompanyCity    0.160404
jenispinjaman         CompanyCity             0.160580
CompanyCity           jenispinjaman           0.160580
ProductOffering       PersonalType            0.160697
PersonalType          ProductOffering         0.160697
AutoApprovalFailed    ResidenceCompanyCity    0.161751
ResidenceCompanyCity  AutoApprovalFailed      0.161751
AssetCategoryId       CreditScoringResult     0.162754
CreditScoringResult   AssetCategoryId         0.162754
                      AssetCategory           0.162784
AssetCategory         CreditScoringResult     0.162784
Autoapprovalresult    SektorEkonomi           0.164042
SektorEkonomi         Autoapprovalresult      0.164042
flagbad               FirstInstallment        0.164068
FirstInstallment      flagbad                 0.164068
FlagRO                PersonalType            0.164228
PersonalType          FlagRO                  0.164228
FlagRO                SupplierAssetStatus     0.164575
SupplierAssetStatus   FlagRO                  0.164575
IsSyariah             AutoApprovalFailed      0.164621
AutoApprovalFailed    IsSyariah               0.164621
SupplierAssetStatus   CAMOSObligorExposure    0.165822
CAMOSObligorExposure  SupplierAssetStatus     0.165822
ProductOffering       flagImpactHL            0.167116
flagImpactHL          ProductOffering         0.167116
UsedNew               AssetCategory           0.167487
AssetCategory         UsedNew                 0.167487
UsedNew               AssetCategoryId         0.167491
AssetCategoryId       UsedNew                 0.167491
isoveride             AssetCategoryId         0.168410
AssetCategoryId       isoveride               0.168410
AssetCategory         isoveride               0.168410
isoveride             AssetCategory           0.168410
Pekerjaan             NTFIDR                  0.168560
NTFIDR                Pekerjaan               0.168560
ResidenceCompanyCity  jenispinjaman           0.168782
jenispinjaman         ResidenceCompanyCity    0.168782
AssetCategoryId       flagImpact              0.169339
flagImpact            AssetCategoryId         0.169339
AssetCategory         flagImpact              0.169354
flagImpact            AssetCategory           0.169354
FlagRO                Pekerjaan               0.169573
Pekerjaan             FlagRO                  0.169573
PersonalType          ResidenceCompanyCity    0.169641
ResidenceCompanyCity  PersonalType            0.169641
CompanyCity           flagImpact              0.169702
flagImpact            CompanyCity             0.169702
AssetCategoryId       flagImpactHL            0.169706
flagImpactHL          AssetCategoryId         0.169706
AssetCategory         flagImpactHL            0.169721
flagImpactHL          AssetCategory           0.169721
ResidenceCompanyCity  Jenis_KPM               0.169875
Jenis_KPM             ResidenceCompanyCity    0.169875
FlagRO                AssetCategoryId         0.170052
AssetCategoryId       FlagRO                  0.170052
FlagRO                AssetCategory           0.170072
AssetCategory         FlagRO                  0.170072
NTFIDR                CreditScoreSchemeID     0.171134
CreditScoreSchemeID   NTFIDR                  0.171134
AutoApprovalFailed    AssetUsage              0.171784
AssetUsage            AutoApprovalFailed      0.171784
AssetCategoryId       numofassetunit          0.172737
numofassetunit        AssetCategory           0.172737
AssetCategory         numofassetunit          0.172737
numofassetunit        AssetCategoryId         0.172737
applicationsource     Jenis_KPM               0.173307
Jenis_KPM             applicationsource       0.173307
flagImpact            PersonalType            0.174502
PersonalType          flagImpact              0.174502
flagImpactHL          PersonalType            0.174539
PersonalType          flagImpactHL            0.174539
applicationsource     CompanyCity             0.175025
CompanyCity           applicationsource       0.175025
PurposeOfFinancingID  AutoApprovalFailed      0.175260
AutoApprovalFailed    PurposeOfFinancingID    0.175260
Pekerjaan             DPPercentage            0.175551
DPPercentage          Pekerjaan               0.175551
AssetType             InstallmentScheme       0.176773
InstallmentScheme     AssetType               0.176773
CompanyCity           isKPM                   0.177532
isKPM                 CompanyCity             0.177532
Jenis_KPM             Wayofpayment            0.177617
Wayofpayment          Jenis_KPM               0.177617
SektorEkonomi         SupplierName            0.179366
SupplierName          SektorEkonomi           0.179366
CompanyCity           FlagMerkPopular         0.180348
FlagMerkPopular       CompanyCity             0.180348
ProductType           Autoapprovalresult      0.180831
Autoapprovalresult    ProductType             0.180831
FlagRO                NTFIDR                  0.181048
NTFIDR                FlagRO                  0.181048
ResidenceCompanyCity  FlagMerkPopular         0.182026
FlagMerkPopular       ResidenceCompanyCity    0.182026
Bidang_usaha          CAMOSObligorExposure    0.183001
CAMOSObligorExposure  Bidang_usaha            0.183001
flagImpactHL          CompanyCity             0.183078
CompanyCity           flagImpactHL            0.183078
SektorEkonomi         SupplierId              0.185506
SupplierId            SektorEkonomi           0.185506
CAMOSObligorExposure  MadeIn                  0.186440
MadeIn                CAMOSObligorExposure    0.186440
CAMOSObligorExposure  AssetCategory           0.186748
AssetCategory         CAMOSObligorExposure    0.186748
CAMOSObligorExposure  AssetCategoryId         0.186749
AssetCategoryId       CAMOSObligorExposure    0.186749
Pekerjaan             Pendidikan              0.186850
Pendidikan            Pekerjaan               0.186850
HomeCompanyStatus     MaritalStatus           0.187369
MaritalStatus         HomeCompanyStatus       0.187369
GroupProductId        Wayofpayment            0.188667
Wayofpayment          GroupProductId          0.188667
ResidenceCompanyCity  NTFIDR                  0.188847
NTFIDR                ResidenceCompanyCity    0.188847
ResidenceCompanyCity  applicationsource       0.189674
applicationsource     ResidenceCompanyCity    0.189674
flagbad               ResidenceCompanyCity    0.190440
ResidenceCompanyCity  flagbad                 0.190440
jmltunggakanpokok     SupplierName            0.190712
SupplierName          jmltunggakanpokok       0.190712
UsedNew               MadeIn                  0.190845
MadeIn                UsedNew                 0.190845
flagbad               CompanyCity             0.192121
CompanyCity           flagbad                 0.192121
                      PersonalType            0.192872
PersonalType          CompanyCity             0.192872
InstallmentScheme     Creditscore             0.192978
Creditscore           InstallmentScheme       0.192978
jenispinjaman         CreditScoreSchemeID     0.193853
CreditScoreSchemeID   jenispinjaman           0.193853
SupplierName          jenispinjaman           0.195557
jenispinjaman         SupplierName            0.195557
jmltunggakanpokok     SupplierId              0.195960
SupplierId            jmltunggakanpokok       0.195960
Bidang_usaha          Pekerjaan               0.197107
Pekerjaan             Bidang_usaha            0.197107
PersonalType          SupplierName            0.197431
SupplierName          PersonalType            0.197431
isoveride             SektorEkonomi           0.197656
SektorEkonomi         isoveride               0.197656
Jenis_KPM             SupplierName            0.197762
SupplierName          Jenis_KPM               0.197762
Gender                Pekerjaan               0.199579
Pekerjaan             Gender                  0.199579
SupplierId            Jenis_KPM               0.200004
Jenis_KPM             SupplierId              0.200004
jenispinjaman         SupplierId              0.201188
SupplierId            jenispinjaman           0.201188
AutoApprovalFailed    MadeIn                  0.201505
MadeIn                AutoApprovalFailed      0.201505
SektorEkonomi         CreditScoringResult     0.202033
CreditScoringResult   SektorEkonomi           0.202033
FlagNegCust           flagbad                 0.202116
flagbad               FlagNegCust             0.202116
SupplierId            PersonalType            0.202739
PersonalType          SupplierId              0.202739
                      AutoApprovalFailed      0.204637
AutoApprovalFailed    PersonalType            0.204637
SupplierName          CompanyCity             0.207938
CompanyCity           SupplierName            0.207938
AssetCategory         MadeIn                  0.210098
MadeIn                AssetCategory           0.210098
                      AssetCategoryId         0.210101
AssetCategoryId       MadeIn                  0.210101
InstallmentScheme     FirstInstallment        0.210387
FirstInstallment      InstallmentScheme       0.210387
isKPM                 ResidenceCompanyCity    0.210407
ResidenceCompanyCity  isKPM                   0.210407
Bidang_usaha          Gender                  0.210483
Gender                Bidang_usaha            0.210483
DPPercentage          SupplierName            0.212315
SupplierName          DPPercentage            0.212315
flagImpact            Pekerjaan               0.212504
Pekerjaan             flagImpact              0.212504
                      flagImpactHL            0.214104
flagImpactHL          Pekerjaan               0.214104
CompanyCity           SupplierId              0.216926
SupplierId            CompanyCity             0.216926
jenispinjaman         AutoApprovalFailed      0.218435
AutoApprovalFailed    jenispinjaman           0.218435
DPPercentage          SupplierId              0.222635
SupplierId            DPPercentage            0.222635
CreditScoringResult   ProductType             0.222666
ProductType           CreditScoringResult     0.222666
SupplierName          InstallmentScheme       0.222767
InstallmentScheme     SupplierName            0.222767
Creditscore           AssetCategoryId         0.223297
AssetCategoryId       Creditscore             0.223297
AssetCategory         Creditscore             0.223330
Creditscore           AssetCategory           0.223330
flagImpact            SupplierName            0.224058
SupplierName          flagImpact              0.224058
                      FlagNegCust             0.224257
FlagNegCust           SupplierName            0.224257
                      SupplierId              0.224709
SupplierId            FlagNegCust             0.224709
ProductOffering       jenispinjaman           0.225043
jenispinjaman         ProductOffering         0.225043
InstallmentScheme     MainCoverage            0.225332
MainCoverage          InstallmentScheme       0.225332
GroupProductId        SektorEkonomi           0.228160
SektorEkonomi         GroupProductId          0.228160
flagImpact            SupplierId              0.228710
SupplierId            flagImpact              0.228710
SupplierName          Wayofpayment            0.228915
Wayofpayment          SupplierName            0.228915
InstallmentScheme     SupplierId              0.229457
SupplierId            InstallmentScheme       0.229457
AssetUsage            ResidenceCompanyCity    0.230147
ResidenceCompanyCity  AssetUsage              0.230147
NTFIDR                SupplierAssetStatus     0.233532
SupplierAssetStatus   NTFIDR                  0.233532
NTFIDR                Pendapatan              0.234140
Pendapatan            NTFIDR                  0.234140
CAMOSObligorExposure  AutoApprovalFailed      0.234935
AutoApprovalFailed    CAMOSObligorExposure    0.234935
isoveride             AutoApprovalFailed      0.236210
AutoApprovalFailed    isoveride               0.236210
MainCoverage          CompanyCity             0.236839
CompanyCity           MainCoverage            0.236839
isKPM                 SupplierName            0.237856
SupplierName          isKPM                   0.237856
FirstInstallment      AssetCategoryId         0.237958
AssetCategoryId       FirstInstallment        0.237958
AssetCategory         FirstInstallment        0.237962
FirstInstallment      AssetCategory           0.237962
Wayofpayment          SupplierId              0.238093
SupplierId            Wayofpayment            0.238093
ResidenceCompanyCity  CAMOSObligorExposure    0.239520
CAMOSObligorExposure  ResidenceCompanyCity    0.239520
ProductOffering       flagbad                 0.239819
flagbad               ProductOffering         0.239819
SupplierName          flagbad                 0.240263
flagbad               SupplierName            0.240263
Pendapatan            CAMOSObligorExposure    0.240766
CAMOSObligorExposure  Pendapatan              0.240766
isKPM                 SupplierId              0.241600
SupplierId            isKPM                   0.241600
MainCoverage          AutoApprovalFailed      0.243721
AutoApprovalFailed    MainCoverage            0.243721
CompanyCity           AssetUsage              0.245749
AssetUsage            CompanyCity             0.245749
SektorEkonomi         FirstInstallment        0.246071
FirstInstallment      SektorEkonomi           0.246071
Gender                MaritalStatus           0.246660
MaritalStatus         Gender                  0.246660
applicationsource     ProductOffering         0.247507
ProductOffering       applicationsource       0.247507
SupplierName          Autoapprovalresult      0.247583
Autoapprovalresult    SupplierName            0.247583
ProductType           AutoApprovalFailed      0.247871
AutoApprovalFailed    ProductType             0.247871
SupplierId            flagbad                 0.248159
flagbad               SupplierId              0.248159
ProductType           AssetCategoryId         0.249069
AssetCategoryId       ProductType             0.249069
AssetCategory         ProductType             0.249071
ProductType           AssetCategory           0.249071
SupplierName          ProductOffering         0.250467
ProductOffering       SupplierName            0.250467
AutoApprovalFailed    SupplierAssetStatus     0.250719
SupplierAssetStatus   AutoApprovalFailed      0.250719
Autoapprovalresult    SupplierId              0.253755
SupplierId            Autoapprovalresult      0.253755
applicationsource     isKPM                   0.254432
isKPM                 applicationsource       0.254432
FirstInstallment      ProductType             0.254570
ProductType           FirstInstallment        0.254570
SupplierName          flagImpactHL            0.255945
flagImpactHL          SupplierName            0.255945
jenispinjaman         Autoapprovalresult      0.256082
Autoapprovalresult    jenispinjaman           0.256082
ProductOffering       SupplierId              0.256202
SupplierId            ProductOffering         0.256202
CompanyCity           IsSyariah               0.260087
IsSyariah             CompanyCity             0.260087
flagImpactHL          SupplierId              0.263699
SupplierId            flagImpactHL            0.263699
Wayofpayment          isKPM                   0.264725
isKPM                 Wayofpayment            0.264725
ResidenceCompanyCity  MainCoverage            0.266045
MainCoverage          ResidenceCompanyCity    0.266045
PersonalType          Pendidikan              0.269019
Pendidikan            PersonalType            0.269019
SupplierName          ResidenceCompanyCity    0.271788
ResidenceCompanyCity  SupplierName            0.271788
FlagMerkPopular       NTFIDR                  0.273718
NTFIDR                FlagMerkPopular         0.273718
Autoapprovalresult    CreditScoreSchemeID     0.274615
CreditScoreSchemeID   Autoapprovalresult      0.274615
CAMOSObligorExposure  FlagRO                  0.276793
FlagRO                CAMOSObligorExposure    0.276793
                      ProductOffering         0.277689
ProductOffering       FlagRO                  0.277689
IsSyariah             SupplierName            0.282730
SupplierName          IsSyariah               0.282730
IsSyariah             ResidenceCompanyCity    0.282842
ResidenceCompanyCity  IsSyariah               0.282842
SupplierId            ResidenceCompanyCity    0.284050
ResidenceCompanyCity  SupplierId              0.284050
CompanyCity           CAMOSObligorExposure    0.285009
CAMOSObligorExposure  CompanyCity             0.285009
FirstInstallment      AutoApprovalFailed      0.285372
AutoApprovalFailed    FirstInstallment        0.285372
ProductOffering       Wayofpayment            0.285765
Wayofpayment          ProductOffering         0.285765
FlagRO                AutoApprovalFailed      0.286012
AutoApprovalFailed    FlagRO                  0.286012
ProductType           FlagMerkPopular         0.286143
FlagMerkPopular       ProductType             0.286143
                      AutoApprovalFailed      0.287007
AutoApprovalFailed    FlagMerkPopular         0.287007
SupplierName          Pendapatan              0.287367
Pendapatan            SupplierName            0.287367
SupplierAssetStatus   ProductType             0.287885
ProductType           SupplierAssetStatus     0.287885
SupplierId            Pendapatan              0.289538
Pendapatan            SupplierId              0.289538
FirstInstallment      CompanyCity             0.291786
CompanyCity           FirstInstallment        0.291786
NTFIDR                CAMOSObligorExposure    0.292382
CAMOSObligorExposure  NTFIDR                  0.292382
FlagRO                SupplierName            0.295022
SupplierName          FlagRO                  0.295022
SupplierId            IsSyariah               0.295791
IsSyariah             SupplierId              0.295791
SupplierName          AutoApprovalFailed      0.296139
AutoApprovalFailed    SupplierName            0.296139
FlagRO                SupplierId              0.298072
SupplierId            FlagRO                  0.298072
MadeIn                ProductOffering         0.302754
ProductOffering       MadeIn                  0.302754
SupplierId            AutoApprovalFailed      0.303180
AutoApprovalFailed    SupplierId              0.303180
CreditScoreSchemeID   SupplierName            0.306843
SupplierName          CreditScoreSchemeID     0.306843
isoveride             SupplierName            0.307449
SupplierName          isoveride               0.307449
ProductOffering       CAMOSObligorExposure    0.308837
CAMOSObligorExposure  ProductOffering         0.308837
ResidenceCompanyCity  FirstInstallment        0.309744
FirstInstallment      ResidenceCompanyCity    0.309744
SupplierName          GroupProductId          0.314228
GroupProductId        SupplierName            0.314228
HomeCompanyStatus     AutoApprovalFailed      0.314441
AutoApprovalFailed    HomeCompanyStatus       0.314441
GroupProductId        SupplierId              0.315114
SupplierId            GroupProductId          0.315114
isoveride             SupplierId              0.316156
SupplierId            isoveride               0.316156
                      CreditScoreSchemeID     0.317512
CreditScoreSchemeID   SupplierId              0.317512
SupplierName          CreditScoringResult     0.319059
CreditScoringResult   SupplierName            0.319059
Creditscore           isoveride               0.320186
isoveride             Creditscore             0.320186
SektorEkonomi         numofassetunit          0.324425
numofassetunit        SektorEkonomi           0.324425
CreditScoringResult   SupplierId              0.329077
SupplierId            CreditScoringResult     0.329077
MainCoverage          AssetCategory           0.341047
AssetCategory         MainCoverage            0.341047
AssetCategoryId       MainCoverage            0.341057
MainCoverage          AssetCategoryId         0.341057
SupplierName          applicationsource       0.352146
applicationsource     SupplierName            0.352146
jenispinjaman         CreditScoringResult     0.354382
CreditScoringResult   jenispinjaman           0.354382
CreditScoreSchemeID   AutoApprovalFailed      0.355869
AutoApprovalFailed    CreditScoreSchemeID     0.355869
CreditScoringResult   CreditScoreSchemeID     0.359811
CreditScoreSchemeID   CreditScoringResult     0.359811
UsedNew               ProductType             0.360826
ProductType           UsedNew                 0.360826
SupplierId            applicationsource       0.366539
applicationsource     SupplierId              0.366539
CreditScoreSchemeID   isoveride               0.380158
isoveride             CreditScoreSchemeID     0.380158
ProductType           CreditScoreSchemeID     0.385404
CreditScoreSchemeID   ProductType             0.385404
ProductOffering       AutoApprovalFailed      0.386722
AutoApprovalFailed    ProductOffering         0.386722
FirstInstallment      CreditScoreSchemeID     0.401168
CreditScoreSchemeID   FirstInstallment        0.401168
ProductOffering       NTFIDR                  0.405594
NTFIDR                ProductOffering         0.405594
AutoApprovalFailed    NTFIDR                  0.407773
NTFIDR                AutoApprovalFailed      0.407773
MadeIn                numofassetunit          0.408239
numofassetunit        MadeIn                  0.408239
Autoapprovalresult    isoveride               0.409169
isoveride             Autoapprovalresult      0.409169
AutoApprovalFailed    DPPercentage            0.409457
DPPercentage          AutoApprovalFailed      0.409457
UsedNew               AutoApprovalFailed      0.417912
AutoApprovalFailed    UsedNew                 0.417912
FirstInstallment      SupplierName            0.420950
SupplierName          FirstInstallment        0.420950
                      PurposeOfFinancingID    0.421966
PurposeOfFinancingID  SupplierName            0.421966
ProductType           isoveride               0.424935
isoveride             ProductType             0.424935
                      CreditScoringResult     0.425303
CreditScoringResult   isoveride               0.425303
FirstInstallment      SupplierId              0.431353
SupplierId            FirstInstallment        0.431353
Creditscore           SupplierName            0.431842
SupplierName          Creditscore             0.431842
SupplierId            PurposeOfFinancingID    0.432605
PurposeOfFinancingID  SupplierId              0.432605
SupplierId            Creditscore             0.444994
Creditscore           SupplierId              0.444994
AssetCategory         SupplierName            0.447485
SupplierName          AssetCategory           0.447485
AssetCategoryId       SupplierName            0.447486
SupplierName          AssetCategoryId         0.447486
AssetCategory         SupplierId              0.453873
SupplierId            AssetCategory           0.453873
AssetCategoryId       SupplierId              0.453874
SupplierId            AssetCategoryId         0.453874
AssetType             MainCoverage            0.455647
MainCoverage          AssetType               0.455647
AssetCategory         ProductOffering         0.461776
ProductOffering       AssetCategory           0.461776
AssetCategoryId       ProductOffering         0.461776
ProductOffering       AssetCategoryId         0.461776
FlagMerkPopular       PurposeOfFinancingID    0.469964
PurposeOfFinancingID  FlagMerkPopular         0.469964
numofassetunit        GroupProductId          0.471394
GroupProductId        numofassetunit          0.471394
Creditscore           jenispinjaman           0.471498
jenispinjaman         Creditscore             0.471498
AssetUsage            ProductType             0.475956
ProductType           AssetUsage              0.475956
SupplierName          CAMOSObligorExposure    0.478415
CAMOSObligorExposure  SupplierName            0.478415
MadeIn                FlagMerkPopular         0.480379
FlagMerkPopular       MadeIn                  0.480379
CAMOSObligorExposure  SupplierId              0.480433
SupplierId            CAMOSObligorExposure    0.480433
AssetUsage            SupplierName            0.485809
SupplierName          AssetUsage              0.485809
Autoapprovalresult    ProductOffering         0.486364
ProductOffering       Autoapprovalresult      0.486364
                      DPPercentage            0.492057
DPPercentage          ProductOffering         0.492057
SupplierId            AssetUsage              0.492453
AssetUsage            SupplierId              0.492453
SupplierName          ProductType             0.499100
ProductType           SupplierName            0.499100
SupplierId            ProductType             0.503101
ProductType           SupplierId              0.503101
Bidang_usaha          PersonalType            0.507554
PersonalType          Bidang_usaha            0.507554
MainCoverage          SupplierName            0.512741
SupplierName          MainCoverage            0.512741
AssetUsage            PurposeOfFinancingID    0.520606
PurposeOfFinancingID  AssetUsage              0.520606
SupplierId            MainCoverage            0.521484
MainCoverage          SupplierId              0.521484
isoveride             ProductOffering         0.529895
ProductOffering       isoveride               0.529895
NTFIDR                AssetCategoryId         0.538495
AssetCategoryId       NTFIDR                  0.538495
NTFIDR                AssetCategory           0.538503
AssetCategory         NTFIDR                  0.538503
Creditscore           CreditScoringResult     0.543681
CreditScoringResult   Creditscore             0.543681
FlagMerkPopular       AssetUsage              0.546157
AssetUsage            FlagMerkPopular         0.546157
ProductType           Creditscore             0.547717
Creditscore           ProductType             0.547717
flagImpact            Bidang_usaha            0.548762
Bidang_usaha          flagImpact              0.548762
                      flagImpactHL            0.549239
flagImpactHL          Bidang_usaha            0.549239
Autoapprovalresult    Creditscore             0.561009
Creditscore           Autoapprovalresult      0.561009
AutoApprovalFailed    Autoapprovalresult      0.582221
Autoapprovalresult    AutoApprovalFailed      0.582221
NTFIDR                MadeIn                  0.596401
MadeIn                NTFIDR                  0.596401
PurposeOfFinancingID  AssetCategory           0.600105
AssetCategory         PurposeOfFinancingID    0.600105
AssetCategoryId       PurposeOfFinancingID    0.600106
PurposeOfFinancingID  AssetCategoryId         0.600106
CreditScoreSchemeID   Creditscore             0.602001
Creditscore           CreditScoreSchemeID     0.602001
ProductOffering       SupplierAssetStatus     0.614986
SupplierAssetStatus   ProductOffering         0.614986
ProductOffering       MainCoverage            0.616052
MainCoverage          ProductOffering         0.616052
FlagMerkPopular       SupplierName            0.630039
SupplierName          FlagMerkPopular         0.630039
ProductType           GroupProductId          0.632876
GroupProductId        ProductType             0.632876
SupplierId            FlagMerkPopular         0.634445
FlagMerkPopular       SupplierId              0.634445
CreditScoringResult   ProductOffering         0.657989
ProductOffering       CreditScoringResult     0.657989
Jenis_KPM             GroupProductId          0.658983
GroupProductId        Jenis_KPM               0.658983
CompanyCity           ResidenceCompanyCity    0.659491
ResidenceCompanyCity  CompanyCity             0.659491
PurposeOfFinancingID  ProductType             0.659626
ProductType           PurposeOfFinancingID    0.659626
FlagMerkPopular       AssetCategory           0.670148
AssetCategory         FlagMerkPopular         0.670148
AssetCategoryId       FlagMerkPopular         0.670149
FlagMerkPopular       AssetCategoryId         0.670149
AutoApprovalFailed    Creditscore             0.679473
Creditscore           AutoApprovalFailed      0.679473
NTFIDR                SupplierName            0.682062
SupplierName          NTFIDR                  0.682062
NTFIDR                SupplierId              0.684469
SupplierId            NTFIDR                  0.684469
FlagMerkPopular       ProductOffering         0.713204
ProductOffering       FlagMerkPopular         0.713204
                      Jenis_KPM               0.715849
Jenis_KPM             ProductOffering         0.715849
numofassetunit        SupplierName            0.749996
SupplierName          numofassetunit          0.749996
SupplierId            numofassetunit          0.749996
numofassetunit        SupplierId              0.749996
                      ProductOffering         0.763759
ProductOffering       numofassetunit          0.763759
SupplierAssetStatus   UsedNew                 0.784129
UsedNew               SupplierAssetStatus     0.784129
PersonalType          Pekerjaan               0.791722
Pekerjaan             PersonalType            0.791722
AutoApprovalFailed    CreditScoringResult     0.812628
CreditScoringResult   AutoApprovalFailed      0.812628
ProductOffering       InstallmentScheme       0.873153
InstallmentScheme     ProductOffering         0.873153
SupplierName          MadeIn                  0.874286
MadeIn                SupplierName            0.874286
UsedNew               SupplierId              0.877460
SupplierId            UsedNew                 0.877460
SupplierName          UsedNew                 0.878134
UsedNew               SupplierName            0.878134
MadeIn                SupplierId              0.878981
SupplierId            MadeIn                  0.878981
Creditscore           ProductOffering         0.896970
ProductOffering       Creditscore             0.896970
AssetUsage            ProductOffering         0.898134
ProductOffering       AssetUsage              0.898134
                      CreditScoreSchemeID     0.901405
CreditScoreSchemeID   ProductOffering         0.901405
AssetCategoryId       AssetUsage              0.907127
AssetUsage            AssetCategoryId         0.907127
                      AssetCategory           0.907127
AssetCategory         AssetUsage              0.907127
ProductOffering       ProductType             0.930393
ProductType           ProductOffering         0.930393
Jenis_KPM             isKPM                   0.936702
isKPM                 Jenis_KPM               0.936702
AssetType             SupplierId              0.952029
SupplierId            AssetType               0.952029
SupplierName          AssetType               0.953038
AssetType             SupplierName            0.953038
Autoapprovalresult    CreditScoringResult     0.981800
CreditScoringResult   Autoapprovalresult      0.981800
SupplierAssetStatus   SupplierName            0.981849
SupplierName          SupplierAssetStatus     0.981849
ProductOffering       PurposeOfFinancingID    0.982492
PurposeOfFinancingID  ProductOffering         0.982492
IsSyariah             GroupProductId          0.986135
GroupProductId        IsSyariah               0.986135
ProductOffering       FirstInstallment        0.989325
FirstInstallment      ProductOffering         0.989325
SupplierAssetStatus   SupplierId              0.991354
SupplierId            SupplierAssetStatus     0.991354
isKPM                 GroupProductId          0.993548
GroupProductId        isKPM                   0.993548
                      ProductOffering         0.996097
ProductOffering       GroupProductId          0.996097
UsedNew               ProductOffering         0.996371
ProductOffering       UsedNew                 0.996371
isKPM                 ProductOffering         0.996624
ProductOffering       isKPM                   0.996624
                      AssetType               0.996680
AssetType             ProductOffering         0.996680
ProductType           IsSyariah               0.999009
IsSyariah             ProductType             0.999009
                      ProductOffering         0.999015
ProductOffering       IsSyariah               0.999015
SupplierId            SupplierName            0.999023
SupplierName          SupplierId              0.999023
AssetCategoryId       AssetType               0.999941
AssetType             AssetCategoryId         0.999941
                      AssetCategory           0.999941
AssetCategory         AssetType               0.999941
AssetCategoryId       AssetCategory           0.999989
AssetCategory         AssetCategoryId         0.999989
PersonalType          PersonalType            1.000000
FlagNegCust           FlagNegCust             1.000000
Bidang_usaha          Bidang_usaha            1.000000
Pendapatan            Pendapatan              1.000000
numofassetunit        numofassetunit          1.000000
NTFIDR                NTFIDR                  1.000000
MainCoverage          MainCoverage            1.000000
AssetUsage            AssetUsage              1.000000
AssetCategory         AssetCategory           1.000000
FirstInstallment      FirstInstallment        1.000000
applicationsource     applicationsource       1.000000
PurposeOfFinancingID  PurposeOfFinancingID    1.000000
flagImpact            flagImpact              1.000000
GroupProductId        GroupProductId          1.000000
ProductType           ProductType             1.000000
IsSyariah             IsSyariah               1.000000
Wayofpayment          Wayofpayment            1.000000
Pendidikan            Pendidikan              1.000000
Pekerjaan             Pekerjaan               1.000000
CompanyCity           CompanyCity             1.000000
HomeCompanyStatus     HomeCompanyStatus       1.000000
ResidenceCompanyCity  ResidenceCompanyCity    1.000000
MaritalStatus         MaritalStatus           1.000000
Gender                Gender                  1.000000
UsedNew               UsedNew                 1.000000
flagImpact            flagImpactHL            1.000000
flagImpactHL          flagImpact              1.000000
                      flagImpactHL            1.000000
jmltunggakanhari      jmltunggakanhari        1.000000
jenispinjaman         jenispinjaman           1.000000
jmltunggakanpokok     jmltunggakanpokok       1.000000
Jenis_KPM             Jenis_KPM               1.000000
isKPM                 isKPM                   1.000000
MadeIn                MadeIn                  1.000000
FlagMerkPopular       FlagMerkPopular         1.000000
AssetCategoryId       AssetCategoryId         1.000000
AssetType             AssetType               1.000000
InstallmentScheme     InstallmentScheme       1.000000
CAMOSObligorExposure  CAMOSObligorExposure    1.000000
SupplierAssetStatus   SupplierAssetStatus     1.000000
SupplierName          SupplierName            1.000000
SupplierId            SupplierId              1.000000
SektorEkonomi         SektorEkonomi           1.000000
DPPercentage          DPPercentage            1.000000
AutoApprovalFailed    AutoApprovalFailed      1.000000
ProductOffering       ProductOffering         1.000000
isoveride             isoveride               1.000000
CreditScoreSchemeID   CreditScoreSchemeID     1.000000
Creditscore           Creditscore             1.000000
Autoapprovalresult    Autoapprovalresult      1.000000
CreditScoringResult   CreditScoringResult     1.000000
FlagRO                FlagRO                  1.000000
flagbad               flagbad                 1.000000
dtype: float64
In [97]:
dataCorr=d
dataCorr = dataCorr[abs(dataCorr) >= 0.01].stack().reset_index()
dataCorr = dataCorr[dataCorr['level_0'].astype(str)!=dataCorr['level_1'].astype(str)]

# filtering out lower/upper triangular duplicates 
dataCorr['ordered-cols'] = dataCorr.apply(lambda x: '-'.join(sorted([x['level_0'],x['level_1']])),axis=1)
dataCorr = dataCorr.drop_duplicates(['ordered-cols'])
dataCorr.drop(['ordered-cols'], axis=1, inplace=True)

so = dataCorr.sort_values(by=0,kind="quicksort")
print(so)
                   level_0               level_1         0
1129  CreditScoringResult   jmltunggakanpokok     0.010055
655   applicationsource     FlagMerkPopular       0.010192
600   PurposeOfFinancingID  isoveride             0.010242
117   MaritalStatus         FlagMerkPopular       0.010250
799   AssetUsage            jmltunggakanhari      0.010315
638   applicationsource     flagImpact            0.010485
1313  isoveride             jmltunggakanpokok     0.010632
72    Gender                isoveride             0.010638
70    Gender                Autoapprovalresult    0.010659
563   GroupProductId        InstallmentScheme     0.010691
1174  Autoapprovalresult    jmltunggakanpokok     0.010806
429   IsSyariah             FlagMerkPopular       0.010807
210   HomeCompanyStatus     Jenis_KPM             0.010851
1127  CreditScoringResult   isKPM                 0.011022
406   IsSyariah             UsedNew               0.011128
1173  Autoapprovalresult    Jenis_KPM             0.011234
1455  DPPercentage          FlagMerkPopular       0.011370
639   applicationsource     flagImpactHL          0.011386
180   HomeCompanyStatus     IsSyariah             0.011476
84    Gender                FlagNegCust           0.011512
182   HomeCompanyStatus     PurposeOfFinancingID  0.011613
633   applicationsource     AssetUsage            0.011695
792   AssetUsage            SupplierAssetStatus   0.011737
943   Pendapatan            DPPercentage          0.011807
1458  DPPercentage          Jenis_KPM             0.011836
56    Gender                IsSyariah             0.012203
96    MaritalStatus         PurposeOfFinancingID  0.012457
1219  Creditscore           FlagNegCust           0.012523
1041  flagImpact            AssetType             0.012622
1005  Bidang_usaha          jmltunggakanhari      0.012642
588   PurposeOfFinancingID  FirstInstallment      0.012697
1128  CreditScoringResult   Jenis_KPM             0.012730
1170  Autoapprovalresult    FlagMerkPopular       0.012864
408   IsSyariah             PurposeOfFinancingID  0.012934
1645  SupplierAssetStatus   AssetType             0.012950
118   MaritalStatus         MadeIn                0.013291
661   applicationsource     flagbad               0.013300
1082  flagImpactHL          AssetType             0.013342
1457  DPPercentage          isKPM                 0.013402
101   MaritalStatus         Pendapatan            0.013457
478   ProductType           jmltunggakanpokok     0.013495
615   PurposeOfFinancingID  jmltunggakanhari      0.013594
342   Pendidikan            SupplierAssetStatus   0.013744
1217  Creditscore           jmltunggakanpokok     0.014062
1166  Autoapprovalresult    SupplierAssetStatus   0.014097
876   NTFIDR                isoveride             0.014204
64    Gender                MainCoverage          0.014219
99    MaritalStatus         AssetUsage            0.014233
142   ResidenceCompanyCity  numofassetunit        0.014316
997   Bidang_usaha          AssetType             0.014354
1259  CreditScoreSchemeID   AssetType             0.014385
181   HomeCompanyStatus     ProductType           0.014405
1162  Autoapprovalresult    DPPercentage          0.014447
59    Gender                GroupProductId        0.014497
392   Wayofpayment          jmltunggakanpokok     0.014528
13    PersonalType          applicationsource     0.014549
913   numofassetunit        InstallmentScheme     0.014554
507   UsedNew               Creditscore           0.014583
617   PurposeOfFinancingID  flagbad               0.014663
2067  jenispinjaman         jmltunggakanhari      0.014667
454   ProductType           Pendapatan            0.014706
412   IsSyariah             AssetUsage            0.014766
498   UsedNew               AssetUsage            0.014784
42    PersonalType          jmltunggakanpokok     0.014861
1172  Autoapprovalresult    isKPM                 0.014916
1860  FlagMerkPopular       jmltunggakanpokok     0.015177
209   HomeCompanyStatus     isKPM                 0.015273
704   FirstInstallment      FlagNegCust           0.015285
908   numofassetunit        AutoApprovalFailed    0.015321
644   applicationsource     isoveride             0.015344
204   HomeCompanyStatus     SupplierAssetStatus   0.015379
912   numofassetunit        CAMOSObligorExposure  0.015426
494   UsedNew               PurposeOfFinancingID  0.015438
426   IsSyariah             SupplierAssetStatus   0.015572
472   ProductType           AssetType             0.015589
179   HomeCompanyStatus     Wayofpayment          0.015648
890   NTFIDR                isKPM                 0.016281
305   Pekerjaan             jmltunggakanpokok     0.016361
427   IsSyariah             InstallmentScheme     0.016387
1122  CreditScoringResult   SupplierAssetStatus   0.016413
754   AssetCategory         jmltunggakanhari      0.016460
1813  AssetCategoryId       jmltunggakanhari      0.016460
94    MaritalStatus         IsSyariah             0.016482
653   applicationsource     InstallmentScheme     0.016588
939   Pendapatan            CreditScoreSchemeID   0.016687
505   UsedNew               CreditScoringResult   0.016738
524   UsedNew               jmltunggakanpokok     0.016790
1265  CreditScoreSchemeID   jmltunggakanpokok     0.016967
422   IsSyariah             DPPercentage          0.016981
1765  AssetType             FlagRO                0.017157
432   IsSyariah             flagbad               0.017503
1991  Jenis_KPM             flagbad               0.017799
652   applicationsource     CAMOSObligorExposure  0.017810
702   FirstInstallment      Jenis_KPM             0.017815
234   CompanyCity           numofassetunit        0.018053
845   MainCoverage          FlagNegCust           0.018094
187   HomeCompanyStatus     MainCoverage          0.018116
826   MainCoverage          Creditscore           0.018207
1952  isKPM                 flagbad               0.018241
75    Gender                SektorEkonomi         0.018294
506   UsedNew               Autoapprovalresult    0.018315
2068  jenispinjaman         FlagNegCust           0.018754
587   PurposeOfFinancingID  applicationsource     0.019048
26    PersonalType          CreditScoreSchemeID   0.019189
186   HomeCompanyStatus     AssetUsage            0.019212
1213  Creditscore           FlagMerkPopular       0.019300
44    PersonalType          FlagNegCust           0.019384
1763  AssetType             FlagMerkPopular       0.019524
949   Pendapatan            InstallmentScheme     0.019578
1701  CAMOSObligorExposure  flagbad               0.019856
318   Pendidikan            Wayofpayment          0.019973
2165  FlagRO                flagbad               0.020050
274   Pekerjaan             GroupProductId        0.020137
1048  flagImpact            FlagNegCust           0.020272
867   NTFIDR                numofassetunit        0.020331
1691  CAMOSObligorExposure  AssetType             0.020358
58    Gender                UsedNew               0.020360
1651  SupplierAssetStatus   jmltunggakanpokok     0.020500
1003  Bidang_usaha          jmltunggakanpokok     0.020517
1089  flagImpactHL          FlagNegCust           0.020531
1315  isoveride             FlagNegCust           0.020625
394   Wayofpayment          FlagNegCust           0.020756
208   HomeCompanyStatus     MadeIn                0.020829
167   ResidenceCompanyCity  jmltunggakanhari      0.020906
196   HomeCompanyStatus     CreditScoreSchemeID   0.020983
183   HomeCompanyStatus     applicationsource     0.021047
660   applicationsource     FlagRO                0.021070
419   IsSyariah             isoveride             0.021499
319   Pendidikan            IsSyariah             0.021526
57    Gender                ProductType           0.021748
106   MaritalStatus         Autoapprovalresult    0.021772
322   Pendidikan            applicationsource     0.021871
886   NTFIDR                AssetType             0.021893
1221  Creditscore           flagbad               0.022055
557   GroupProductId        DPPercentage          0.022141
294   Pekerjaan             SektorEkonomi         0.022239
512   UsedNew               DPPercentage          0.022280
955   Pendapatan            jmltunggakanpokok     0.022693
95    MaritalStatus         ProductType           0.022810
2021  jmltunggakanpokok     FlagRO                0.022900
1910  MadeIn                jmltunggakanpokok     0.022936
1644  SupplierAssetStatus   InstallmentScheme     0.023036
885   NTFIDR                InstallmentScheme     0.023204
1500  SektorEkonomi         jmltunggakanpokok     0.023346
207   HomeCompanyStatus     FlagMerkPopular       0.023431
1267  CreditScoreSchemeID   FlagNegCust           0.023459
1650  SupplierAssetStatus   Jenis_KPM             0.023754
522   UsedNew               isKPM                 0.023941
112   MaritalStatus         DPPercentage          0.024127
612   PurposeOfFinancingID  isKPM                 0.024139
259   CompanyCity           jmltunggakanhari      0.024218
647   applicationsource     DPPercentage          0.024234
523   UsedNew               Jenis_KPM             0.024359
456   ProductType           flagImpact            0.024381
61    Gender                FirstInstallment      0.024546
108   MaritalStatus         CreditScoreSchemeID   0.024626
778   AssetUsage            numofassetunit        0.024650
1858  FlagMerkPopular       isKPM                 0.024775
935   Pendapatan            flagImpact            0.024812
936   Pendapatan            flagImpactHL          0.024812
493   UsedNew               GroupProductId        0.025008
367   Wayofpayment          AssetUsage            0.025025
613   PurposeOfFinancingID  Jenis_KPM             0.025105
800   AssetUsage            FlagRO                0.025151
780   AssetUsage            flagImpact            0.025152
457   ProductType           flagImpactHL          0.025176
1416  AutoApprovalFailed    jmltunggakanhari      0.025209
608   PurposeOfFinancingID  InstallmentScheme     0.025216
509   UsedNew               isoveride             0.025243
561   GroupProductId        SupplierAssetStatus   0.025296
100   MaritalStatus         NTFIDR                0.025327
781   AssetUsage            flagImpactHL          0.025329
572   GroupProductId        flagbad               0.025399
78    Gender                SupplierAssetStatus   0.025414
525   UsedNew               jenispinjaman         0.025518
347   Pendidikan            MadeIn                0.025556
364   Wayofpayment          applicationsource     0.025719
544   GroupProductId        NTFIDR                0.025750
409   IsSyariah             applicationsource     0.026065
115   MaritalStatus         CAMOSObligorExposure  0.026090
1030  flagImpact            CreditScoreSchemeID   0.026149
596   PurposeOfFinancingID  CreditScoringResult   0.026283
344   Pendidikan            InstallmentScheme     0.026381
518   UsedNew               InstallmentScheme     0.026440
1740  InstallmentScheme     MadeIn                0.026474
1071  flagImpactHL          CreditScoreSchemeID   0.026769
938   Pendapatan            Autoapprovalresult    0.026944
635   applicationsource     NTFIDR                0.026951
189   HomeCompanyStatus     Pendapatan            0.027066
937   Pendapatan            CreditScoringResult   0.027085
1031  flagImpact            isoveride             0.027184
60    Gender                PurposeOfFinancingID  0.027220
1316  isoveride             FlagRO                0.027263
1072  flagImpactHL          isoveride             0.027318
1452  DPPercentage          SupplierAssetStatus   0.027338
343   Pendidikan            CAMOSObligorExposure  0.027398
291   Pekerjaan             ProductOffering       0.027599
320   Pendidikan            ProductType           0.027635
335   Pendidikan            CreditScoreSchemeID   0.027875
1695  CAMOSObligorExposure  isKPM                 0.027876
107   MaritalStatus         Creditscore           0.027892
656   applicationsource     MadeIn                0.028046
361   Wayofpayment          UsedNew               0.028429
328   Pendidikan            Pendapatan            0.028457
700   FirstInstallment      FlagMerkPopular       0.028474
205   HomeCompanyStatus     CAMOSObligorExposure  0.028602
1046  flagImpact            Jenis_KPM             0.028935
2020  jmltunggakanpokok     FlagNegCust           0.028987
326   Pendidikan            MainCoverage          0.029050
1087  flagImpactHL          Jenis_KPM             0.029160
55    Gender                Wayofpayment          0.029217
1045  flagImpact            isKPM                 0.029237
105   MaritalStatus         CreditScoringResult   0.029242
562   GroupProductId        CAMOSObligorExposure  0.029366
194   HomeCompanyStatus     Autoapprovalresult    0.029381
1086  flagImpactHL          isKPM                 0.029382
11    PersonalType          GroupProductId        0.029413
953   Pendapatan            isKPM                 0.029422
546   GroupProductId        Pendapatan            0.029495
471   ProductType           InstallmentScheme     0.029496
1696  CAMOSObligorExposure  Jenis_KPM             0.029555
79    Gender                CAMOSObligorExposure  0.029577
41    PersonalType          Jenis_KPM             0.029816
121   MaritalStatus         flagbad               0.029955
36    PersonalType          InstallmentScheme     0.029963
548   GroupProductId        flagImpact            0.030049
197   HomeCompanyStatus     isoveride             0.030226
892   NTFIDR                jmltunggakanpokok     0.030255
597   PurposeOfFinancingID  Autoapprovalresult    0.030272
940   Pendapatan            isoveride             0.030272
991   Bidang_usaha          SektorEkonomi         0.030282
1034  flagImpact            DPPercentage          0.030396
1075  flagImpactHL          DPPercentage          0.030396
549   GroupProductId        flagImpactHL          0.030590
751   AssetCategory         Jenis_KPM             0.030926
1810  AssetCategoryId       Jenis_KPM             0.030927
1989  Jenis_KPM             jenispinjaman         0.031045
24    PersonalType          Autoapprovalresult    0.031194
97    MaritalStatus         FirstInstallment      0.031257
68    Gender                flagImpact            0.031393
480   ProductType           jmltunggakanhari      0.031406
63    Gender                AssetUsage            0.031443
593   PurposeOfFinancingID  numofassetunit        0.031455
793   AssetUsage            CAMOSObligorExposure  0.031465
69    Gender                flagImpactHL          0.031512
1216  Creditscore           Jenis_KPM             0.031614
1006  Bidang_usaha          FlagNegCust           0.031744
847   MainCoverage          flagbad               0.031757
1210  Creditscore           CAMOSObligorExposure  0.031932
642   applicationsource     Creditscore           0.031978
430   IsSyariah             MadeIn                0.032168
165   ResidenceCompanyCity  jmltunggakanpokok     0.032249
333   Pendidikan            Autoapprovalresult    0.032274
794   AssetUsage            InstallmentScheme     0.032500
1205  Creditscore           DPPercentage          0.032514
1257  CreditScoreSchemeID   CAMOSObligorExposure  0.032542
71    Gender                Creditscore           0.032553
470   ProductType           CAMOSObligorExposure  0.032670
1040  flagImpact            InstallmentScheme     0.032705
1081  flagImpactHL          InstallmentScheme     0.032905
213   HomeCompanyStatus     flagbad               0.032954
93    MaritalStatus         Pendidikan            0.033030
594   PurposeOfFinancingID  Pendapatan            0.033104
109   MaritalStatus         isoveride             0.033147
178   HomeCompanyStatus     Pendidikan            0.033544
1649  SupplierAssetStatus   isKPM                 0.033730
1914  MadeIn                flagbad               0.034121
307   Pekerjaan             FlagNegCust           0.034122
481   ProductType           FlagNegCust           0.034325
1215  Creditscore           isKPM                 0.034341
1652  SupplierAssetStatus   jenispinjaman         0.034356
414   IsSyariah             Bidang_usaha          0.034416
359   Wayofpayment          IsSyariah             0.034519
302   Pekerjaan             MadeIn                0.034693
1862  FlagMerkPopular       FlagNegCust           0.034706
257   CompanyCity           jmltunggakanpokok     0.034736
954   Pendapatan            Jenis_KPM             0.034763
570   GroupProductId        jenispinjaman         0.034783
1908  MadeIn                isKPM                 0.034784
1653  SupplierAssetStatus   FlagNegCust           0.034906
66    Gender                Pendapatan            0.035059
1456  DPPercentage          MadeIn                0.035257
1000  Bidang_usaha          MadeIn                0.035340
547   GroupProductId        Bidang_usaha          0.035566
654   applicationsource     AssetCategoryId       0.035573
632   applicationsource     AssetCategory         0.035574
1739  InstallmentScheme     FlagMerkPopular       0.035636
1859  FlagMerkPopular       Jenis_KPM             0.036139
843   MainCoverage          Jenis_KPM             0.036167
592   PurposeOfFinancingID  NTFIDR                0.036179
828   MainCoverage          isoveride             0.036321
1697  CAMOSObligorExposure  jmltunggakanpokok     0.036453
386   Wayofpayment          InstallmentScheme     0.036554
168   ResidenceCompanyCity  FlagNegCust           0.036937
697   FirstInstallment      CAMOSObligorExposure  0.036972
1909  MadeIn                Jenis_KPM             0.037122
201   HomeCompanyStatus     SektorEkonomi         0.037123
1209  Creditscore           SupplierAssetStatus   0.037194
750   AssetCategory         isKPM                 0.037458
1809  AssetCategoryId       isKPM                 0.037458
1084  flagImpactHL          FlagMerkPopular       0.037524
1043  flagImpact            FlagMerkPopular       0.037524
1911  MadeIn                jenispinjaman         0.037545
566   GroupProductId        FlagMerkPopular       0.037707
30    PersonalType          DPPercentage          0.037734
526   UsedNew               FlagNegCust           0.038234
1365  ProductOffering       jmltunggakanhari      0.038323
1495  SektorEkonomi         InstallmentScheme     0.038326
254   CompanyCity           MadeIn                0.038769
614   PurposeOfFinancingID  jenispinjaman         0.038900
1307  isoveride             InstallmentScheme     0.039071
299   Pekerjaan             InstallmentScheme     0.039600
1811  AssetCategoryId       jmltunggakanpokok     0.039720
752   AssetCategory         jmltunggakanpokok     0.039722
334   Pendidikan            Creditscore           0.039989
788   AssetUsage            DPPercentage          0.040039
82    Gender                MadeIn                0.040091
10    PersonalType          UsedNew               0.040394
193   HomeCompanyStatus     CreditScoringResult   0.040480
338   Pendidikan            AutoApprovalFailed    0.040659
363   Wayofpayment          PurposeOfFinancingID  0.040780
27    PersonalType          isoveride             0.041064
46    PersonalType          flagbad               0.041384
40    PersonalType          isKPM                 0.041445
681   FirstInstallment      Pendapatan            0.041941
83    Gender                jenispinjaman         0.042061
349   Pendidikan            FlagRO                0.042331
304   Pekerjaan             Jenis_KPM             0.042538
1950  isKPM                 jenispinjaman         0.042582
483   ProductType           flagbad               0.042610
1742  InstallmentScheme     FlagRO                0.042615
797   AssetUsage            MadeIn                0.042851
411   IsSyariah             AssetCategory         0.042986
428   IsSyariah             AssetCategoryId       0.042989
1864  FlagMerkPopular       flagbad               0.043524
184   HomeCompanyStatus     FirstInstallment      0.043527
540   GroupProductId        FirstInstallment      0.043569
1951  isKPM                 FlagRO                0.043738
957   Pendapatan            FlagNegCust           0.043973
891   NTFIDR                Jenis_KPM             0.044270
98    MaritalStatus         AssetCategory         0.044482
116   MaritalStatus         AssetCategoryId       0.044499
321   Pendidikan            PurposeOfFinancingID  0.044528
410   IsSyariah             FirstInstallment      0.044529
370   Wayofpayment          numofassetunit        0.044597
1990  Jenis_KPM             FlagRO                0.044609
551   GroupProductId        Autoapprovalresult    0.044779
542   GroupProductId        AssetUsage            0.044863
271   Pekerjaan             IsSyariah             0.044997
336   Pendidikan            isoveride             0.045049
332   Pendidikan            CreditScoringResult   0.045114
571   GroupProductId        FlagRO                0.045149
211   HomeCompanyStatus     jenispinjaman         0.045349
23    PersonalType          CreditScoringResult   0.045689
110   MaritalStatus         ProductOffering       0.045711
755   AssetCategory         FlagNegCust           0.046015
1814  AssetCategoryId       FlagNegCust           0.046017
1309  isoveride             FlagMerkPopular       0.046021
206   HomeCompanyStatus     AssetCategoryId       0.046035
185   HomeCompanyStatus     AssetCategory         0.046040
1861  FlagMerkPopular       jenispinjaman         0.046165
503   UsedNew               flagImpact            0.046450
504   UsedNew               flagImpactHL          0.046569
377   Wayofpayment          isoveride             0.046697
81    Gender                FlagMerkPopular       0.047045
303   Pekerjaan             isKPM                 0.047162
1698  CAMOSObligorExposure  jenispinjaman         0.047165
119   MaritalStatus         jenispinjaman         0.047339
2019  jmltunggakanpokok     jenispinjaman         0.047521
1741  InstallmentScheme     jenispinjaman         0.047564
1312  isoveride             Jenis_KPM             0.047803
324   Pendidikan            AssetCategory         0.048262
345   Pendidikan            AssetCategoryId       0.048262
1306  isoveride             CAMOSObligorExposure  0.048663
455   ProductType           Bidang_usaha          0.048728
508   UsedNew               CreditScoreSchemeID   0.048788
820   MainCoverage          Pendapatan            0.048791
956   Pendapatan            jenispinjaman         0.048995
350   Pendidikan            flagbad               0.049149
9     PersonalType          ProductType           0.049403
998   Bidang_usaha          AssetCategoryId       0.049427
729   AssetCategory         Bidang_usaha          0.049431
348   Pendidikan            jenispinjaman         0.049661
1311  isoveride             isKPM                 0.049735
195   HomeCompanyStatus     Creditscore           0.049770
798   AssetUsage            jenispinjaman         0.049959
34    PersonalType          SupplierAssetStatus   0.050098
39    PersonalType          MadeIn                0.050314
278   Pekerjaan             AssetCategory         0.051311
300   Pekerjaan             AssetCategoryId       0.051314
1168  Autoapprovalresult    InstallmentScheme     0.051329
984   Bidang_usaha          Autoapprovalresult    0.051420
276   Pekerjaan             applicationsource     0.051522
501   UsedNew               Pendapatan            0.052064
372   Wayofpayment          Bidang_usaha          0.052135
637   applicationsource     Bidang_usaha          0.052297
944   Pendapatan            SektorEkonomi         0.052521
598   PurposeOfFinancingID  Creditscore           0.052560
1912  MadeIn                FlagNegCust           0.052618
689   FirstInstallment      isoveride             0.052787
346   Pendidikan            FlagMerkPopular       0.052952
413   IsSyariah             MainCoverage          0.053032
777   AssetUsage            NTFIDR                0.053195
8     PersonalType          Wayofpayment          0.053340
384   Wayofpayment          SupplierAssetStatus   0.053409
272   Pekerjaan             ProductType           0.053420
996   Bidang_usaha          InstallmentScheme     0.053627
554   GroupProductId        isoveride             0.053886
327   Pendidikan            NTFIDR                0.053951
2070  jenispinjaman         flagbad               0.054035
1002  Bidang_usaha          Jenis_KPM             0.054190
273   Pekerjaan             UsedNew               0.054365
842   MainCoverage          isKPM                 0.054374
1305  isoveride             SupplierAssetStatus   0.054521
631   applicationsource     FirstInstallment      0.054618
2     PersonalType          MaritalStatus         0.054915
198   HomeCompanyStatus     ProductOffering       0.055709
162   ResidenceCompanyCity  MadeIn                0.055727
91    MaritalStatus         CompanyCity           0.055822
111   MaritalStatus         AutoApprovalFailed    0.056158
1132  CreditScoringResult   flagbad               0.056378
375   Wayofpayment          Creditscore           0.056749
986   Bidang_usaha          CreditScoreSchemeID   0.056905
616   PurposeOfFinancingID  FlagRO                0.057380
1408  AutoApprovalFailed    AssetType             0.057484
1459  DPPercentage          jenispinjaman         0.057952
1177  Autoapprovalresult    flagbad               0.058069
1256  CreditScoreSchemeID   SupplierAssetStatus   0.058265
1494  SektorEkonomi         CAMOSObligorExposure  0.058380
564   GroupProductId        AssetType             0.058568
417   IsSyariah             Creditscore           0.058625
1047  flagImpact            jenispinjaman         0.058806
1038  flagImpact            SupplierAssetStatus   0.058826
1079  flagImpactHL          SupplierAssetStatus   0.058937
606   PurposeOfFinancingID  SupplierAssetStatus   0.059176
607   PurposeOfFinancingID  CAMOSObligorExposure  0.059242
1088  flagImpactHL          jenispinjaman         0.059250
1503  SektorEkonomi         FlagNegCust           0.059354
651   applicationsource     SupplierAssetStatus   0.059441
415   IsSyariah             CreditScoringResult   0.059482
103   MaritalStatus         flagImpact            0.059484
65    Gender                NTFIDR                0.059647
104   MaritalStatus         flagImpactHL          0.059704
85    Gender                FlagRO                0.060120
636   applicationsource     numofassetunit        0.060139
244   CompanyCity           ProductOffering       0.060766
416   IsSyariah             Autoapprovalresult    0.060771
339   Pendidikan            DPPercentage          0.061052
25    PersonalType          Creditscore           0.061215
477   ProductType           Jenis_KPM             0.061328
120   MaritalStatus         FlagRO                0.061396
496   UsedNew               FirstInstallment      0.061561
782   AssetUsage            CreditScoringResult   0.061656
550   GroupProductId        CreditScoringResult   0.061670
385   Wayofpayment          CAMOSObligorExposure  0.061735
1269  CreditScoreSchemeID   flagbad               0.061788
365   Wayofpayment          FirstInstallment      0.061937
270   Pekerjaan             Wayofpayment          0.062762
388   Wayofpayment          FlagMerkPopular       0.062785
659   applicationsource     jenispinjaman         0.063134
89    MaritalStatus         ResidenceCompanyCity  0.063150
31    PersonalType          SektorEkonomi         0.063457
113   MaritalStatus         SupplierId            0.063732
51    Gender                HomeCompanyStatus     0.063756
374   Wayofpayment          Autoapprovalresult    0.063884
789   AssetUsage            SektorEkonomi         0.064035
1080  flagImpactHL          CAMOSObligorExposure  0.064282
1039  flagImpact            CAMOSObligorExposure  0.064282
297   Pekerjaan             SupplierAssetStatus   0.064509
894   NTFIDR                FlagNegCust           0.064651
1604  SupplierName          jmltunggakanhari      0.064744
553   GroupProductId        CreditScoreSchemeID   0.064823
128   ResidenceCompanyCity  Pekerjaan             0.064969
289   Pekerjaan             CreditScoreSchemeID   0.065139
641   applicationsource     Autoapprovalresult    0.065412
783   AssetUsage            Autoapprovalresult    0.065887
801   AssetUsage            flagbad               0.065892
1167  Autoapprovalresult    CAMOSObligorExposure  0.065961
835   MainCoverage          SupplierAssetStatus   0.066026
337   Pendidikan            ProductOffering       0.066131
1123  CreditScoringResult   CAMOSObligorExposure  0.066247
431   IsSyariah             jenispinjaman         0.066287
188   HomeCompanyStatus     NTFIDR                0.066607
73    Gender                ProductOffering       0.066797
114   MaritalStatus         SupplierName          0.066875
988   Bidang_usaha          ProductOffering       0.067067
985   Bidang_usaha          Creditscore           0.067131
1008  Bidang_usaha          flagbad               0.067568
983   Bidang_usaha          CreditScoringResult   0.067604
447   ProductType           applicationsource     0.067676
453   ProductType           numofassetunit        0.067788
309   Pekerjaan             flagbad               0.067845
552   GroupProductId        Creditscore           0.067867
296   Pekerjaan             SupplierName          0.068144
389   Wayofpayment          MadeIn                0.068332
1     PersonalType          Gender                0.068578
191   HomeCompanyStatus     flagImpact            0.068653
841   MainCoverage          MadeIn                0.068762
192   HomeCompanyStatus     flagImpactHL          0.068843
1812  AssetCategoryId       jenispinjaman         0.068954
753   AssetCategory         jenispinjaman         0.068957
987   Bidang_usaha          isoveride             0.069344
595   PurposeOfFinancingID  Bidang_usaha          0.069356
323   Pendidikan            FirstInstallment      0.069382
423   IsSyariah             SektorEkonomi         0.069565
825   MainCoverage          Autoapprovalresult    0.069774
102   MaritalStatus         Bidang_usaha          0.069812
1317  isoveride             flagbad               0.070115
989   Bidang_usaha          AutoApprovalFailed    0.070147
1124  CreditScoringResult   InstallmentScheme     0.070307
212   HomeCompanyStatus     FlagRO                0.070483
1414  AutoApprovalFailed    jmltunggakanpokok     0.070528
1496  SektorEkonomi         AssetType             0.070787
381   Wayofpayment          SektorEkonomi         0.071187
475   ProductType           MadeIn                0.071475
74    Gender                AutoApprovalFailed    0.072601
1268  CreditScoreSchemeID   FlagRO                0.073133
696   FirstInstallment      SupplierAssetStatus   0.073712
538   GroupProductId        PurposeOfFinancingID  0.073785
643   applicationsource     CreditScoreSchemeID   0.073810
368   Wayofpayment          MainCoverage          0.074127
54    Gender                Pendidikan            0.074209
648   applicationsource     SektorEkonomi         0.074549
1001  Bidang_usaha          isKPM                 0.074570
287   Pekerjaan             Autoapprovalresult    0.074765
395   Wayofpayment          FlagRO                0.074919
683   FirstInstallment      flagImpact            0.074972
684   FirstInstallment      flagImpactHL          0.075033
17    PersonalType          MainCoverage          0.075101
1493  SektorEkonomi         SupplierAssetStatus   0.076251
1035  flagImpact            SektorEkonomi         0.076761
295   Pekerjaan             SupplierId            0.076993
634   applicationsource     MainCoverage          0.077337
1310  isoveride             MadeIn                0.077341
1764  AssetType             MadeIn                0.077760
874   NTFIDR                Creditscore           0.077936
1258  CreditScoreSchemeID   InstallmentScheme     0.078152
1501  SektorEkonomi         jenispinjaman         0.078270
1417  AutoApprovalFailed    FlagNegCust           0.078362
599   PurposeOfFinancingID  CreditScoreSchemeID   0.079203
1699  CAMOSObligorExposure  FlagNegCust           0.079917
1498  SektorEkonomi         FlagMerkPopular       0.081057
591   PurposeOfFinancingID  MainCoverage          0.081169
836   MainCoverage          CAMOSObligorExposure  0.081171
225   CompanyCity           UsedNew               0.081722
1220  Creditscore           FlagRO                0.082133
1413  AutoApprovalFailed    Jenis_KPM             0.082259
819   MainCoverage          NTFIDR                0.082325
1004  Bidang_usaha          jenispinjaman         0.082558
14    PersonalType          FirstInstallment      0.082748
35    PersonalType          CAMOSObligorExposure  0.083048
1264  CreditScoreSchemeID   Jenis_KPM             0.083164
393   Wayofpayment          jenispinjaman         0.083217
371   Wayofpayment          Pendapatan            0.083293
1553  SupplierId            jmltunggakanhari      0.083529
190   HomeCompanyStatus     Bidang_usaha          0.083582
640   applicationsource     CreditScoringResult   0.083922
1076  flagImpactHL          SektorEkonomi         0.084183
1816  AssetCategoryId       flagbad               0.084490
757   AssetCategory         flagbad               0.084494
366   Wayofpayment          AssetCategory         0.084764
275   Pekerjaan             PurposeOfFinancingID  0.084774
387   Wayofpayment          AssetCategoryId       0.084777
380   Wayofpayment          DPPercentage          0.084809
1261  CreditScoreSchemeID   FlagMerkPopular       0.084840
1171  Autoapprovalresult    MadeIn                0.085286
12    PersonalType          PurposeOfFinancingID  0.085375
373   Wayofpayment          CreditScoringResult   0.085552
476   ProductType           isKPM                 0.085709
160   ResidenceCompanyCity  AssetCategoryId       0.085711
138   ResidenceCompanyCity  AssetCategory         0.085712
832   MainCoverage          SektorEkonomi         0.088003
951   Pendapatan            FlagMerkPopular       0.088077
62    Gender                AssetCategory         0.088184
80    Gender                AssetCategoryId       0.088202
418   IsSyariah             CreditScoreSchemeID   0.088535
200   HomeCompanyStatus     DPPercentage          0.089251
1262  CreditScoreSchemeID   MadeIn                0.089290
50    Gender                ResidenceCompanyCity  0.089886
495   UsedNew               applicationsource     0.090090
567   GroupProductId        MadeIn                0.090107
4     PersonalType          HomeCompanyStatus     0.090190
556   GroupProductId        AutoApprovalFailed    0.090505
517   UsedNew               CAMOSObligorExposure  0.091378
290   Pekerjaan             isoveride             0.091526
846   MainCoverage          FlagRO                0.091547
1419  AutoApprovalFailed    flagbad               0.091846
824   MainCoverage          CreditScoringResult   0.092156
1453  DPPercentage          InstallmentScheme     0.092258
1497  SektorEkonomi         AssetCategoryId       0.092745
740   AssetCategory         SektorEkonomi         0.092747
152   ResidenceCompanyCity  ProductOffering       0.092959
1131  CreditScoringResult   FlagRO                0.092968
1044  flagImpact            MadeIn                0.093202
251   CompanyCity           InstallmentScheme     0.093218
994   Bidang_usaha          SupplierAssetStatus   0.093308
92    MaritalStatus         Pekerjaan             0.093481
1085  flagImpactHL          MadeIn                0.093588
1176  Autoapprovalresult    FlagRO                0.094005
1499  SektorEkonomi         MadeIn                0.095476
776   AssetUsage            MainCoverage          0.095760
360   Wayofpayment          ProductType           0.096517
133   ResidenceCompanyCity  UsedNew               0.096819
1402  AutoApprovalFailed    SektorEkonomi         0.097014
701   FirstInstallment      MadeIn                0.097113
784   AssetUsage            CreditScoreSchemeID   0.097420
306   Pekerjaan             jenispinjaman         0.097534
220   CompanyCity           Pekerjaan             0.097913
785   AssetUsage            isoveride             0.098078
1409  AutoApprovalFailed    AssetCategoryId       0.098102
738   AssetCategory         AutoApprovalFailed    0.098102
541   GroupProductId        AssetCategory         0.098417
565   GroupProductId        AssetCategoryId       0.098417
235   CompanyCity           Pendapatan            0.098882
159   ResidenceCompanyCity  InstallmentScheme     0.098931
286   Pekerjaan             CreditScoringResult   0.098941
520   UsedNew               FlagMerkPopular       0.099019
603   PurposeOfFinancingID  SektorEkonomi         0.099668
840   MainCoverage          FlagMerkPopular       0.100221
500   UsedNew               NTFIDR                0.100385
844   MainCoverage          jenispinjaman         0.102522
1214  Creditscore           MadeIn                0.102667
1454  DPPercentage          AssetCategoryId       0.102811
739   AssetCategory         DPPercentage          0.102813
465   ProductType           DPPercentage          0.103205
1449  DPPercentage          SektorEkonomi         0.103659
999   Bidang_usaha          FlagMerkPopular       0.104593
513   UsedNew               SektorEkonomi         0.104722
893   NTFIDR                jenispinjaman         0.104847
1505  SektorEkonomi         flagbad               0.105065
298   Pekerjaan             CAMOSObligorExposure  0.105319
325   Pendidikan            AssetUsage            0.106181
1504  SektorEkonomi         FlagRO                0.106228
288   Pekerjaan             Creditscore           0.106303
703   FirstInstallment      jenispinjaman         0.106592
682   FirstInstallment      Bidang_usaha          0.106773
52    Gender                CompanyCity           0.106947
176   HomeCompanyStatus     CompanyCity           0.107622
872   NTFIDR                CreditScoringResult   0.108212
502   UsedNew               Bidang_usaha          0.108703
543   GroupProductId        MainCoverage          0.108836
1460  DPPercentage          flagbad               0.108940
1301  isoveride             DPPercentage          0.109126
705   FirstInstallment      FlagRO                0.109148
252   CompanyCity           AssetCategoryId       0.109334
230   CompanyCity           AssetCategory         0.109335
947   Pendapatan            SupplierAssetStatus   0.109389
1863  FlagMerkPopular       FlagRO                0.109519
499   UsedNew               MainCoverage          0.109604
280   Pekerjaan             MainCoverage          0.110142
779   AssetUsage            Bidang_usaha          0.110566
873   NTFIDR                Autoapprovalresult    0.110633
679   FirstInstallment      AssetUsage            0.110793
77    Gender                SupplierName          0.110996
376   Wayofpayment          CreditScoreSchemeID   0.111292
934   Pendapatan            Bidang_usaha          0.112050
1412  AutoApprovalFailed    isKPM                 0.112088
1647  SupplierAssetStatus   FlagMerkPopular       0.112391
76    Gender                SupplierId            0.112679
177   HomeCompanyStatus     Pekerjaan             0.113109
16    PersonalType          AssetUsage            0.113565
143   ResidenceCompanyCity  Pendapatan            0.114132
144   ResidenceCompanyCity  Bidang_usaha          0.114174
221   CompanyCity           Pendidikan            0.114743
1263  CreditScoreSchemeID   isKPM                 0.115029
279   Pekerjaan             AssetUsage            0.116297
822   MainCoverage          flagImpact            0.116348
823   MainCoverage          flagImpactHL          0.116404
990   Bidang_usaha          DPPercentage          0.117157
1253  CreditScoreSchemeID   SektorEkonomi         0.117169
2117  FlagNegCust           FlagRO                0.117175
1033  flagImpact            AutoApprovalFailed    0.117709
129   ResidenceCompanyCity  Pendidikan            0.117949
1074  flagImpactHL          AutoApprovalFailed    0.118431
692   FirstInstallment      DPPercentage          0.118582
611   PurposeOfFinancingID  MadeIn                0.118999
1169  Autoapprovalresult    AssetCategoryId       0.119295
733   AssetCategory         Autoapprovalresult    0.119316
1126  CreditScoringResult   MadeIn                0.119484
135   ResidenceCompanyCity  PurposeOfFinancingID  0.119943
240   CompanyCity           Autoapprovalresult    0.120250
646   applicationsource     AutoApprovalFailed    0.120573
466   ProductType           SektorEkonomi         0.120780
249   CompanyCity           SupplierAssetStatus   0.121867
880   NTFIDR                SektorEkonomi         0.122004
687   FirstInstallment      Creditscore           0.122179
821   MainCoverage          Bidang_usaha          0.122611
482   ProductType           FlagRO                0.123057
958   Pendapatan            FlagRO                0.123430
1693  CAMOSObligorExposure  FlagMerkPopular       0.124130
680   FirstInstallment      NTFIDR                0.124891
277   Pekerjaan             FirstInstallment      0.124924
1366  ProductOffering       FlagNegCust           0.125351
1913  MadeIn                FlagRO                0.125628
38    PersonalType          FlagMerkPopular       0.126452
341   Pendidikan            SupplierName          0.126724
203   HomeCompanyStatus     SupplierName          0.127010
126   ResidenceCompanyCity  HomeCompanyStatus     0.127508
236   CompanyCity           Bidang_usaha          0.128032
950   Pendapatan            AssetCategoryId       0.128258
728   AssetCategory         Pendapatan            0.128261
1252  CreditScoreSchemeID   DPPercentage          0.128317
1648  SupplierAssetStatus   MadeIn                0.128385
148   ResidenceCompanyCity  Autoapprovalresult    0.129503
226   CompanyCity           GroupProductId        0.129567
301   Pekerjaan             FlagMerkPopular       0.130277
1049  flagImpact            FlagRO                0.131040
1090  flagImpactHL          FlagRO                0.131083
260   CompanyCity           FlagRO                0.132406
869   NTFIDR                Bidang_usaha          0.132488
202   HomeCompanyStatus     SupplierId            0.132494
870   NTFIDR                flagImpact            0.132664
871   NTFIDR                flagImpactHL          0.132664
1646  SupplierAssetStatus   AssetCategoryId       0.132698
743   AssetCategory         SupplierAssetStatus   0.132703
340   Pendidikan            SupplierId            0.132970
942   Pendapatan            AutoApprovalFailed    0.133032
256   CompanyCity           Jenis_KPM             0.133343
242   CompanyCity           CreditScoreSchemeID   0.133448
993   Bidang_usaha          SupplierName          0.133475
150   ResidenceCompanyCity  CreditScoreSchemeID   0.133980
685   FirstInstallment      CreditScoringResult   0.135138
282   Pekerjaan             Pendapatan            0.135714
157   ResidenceCompanyCity  SupplierAssetStatus   0.136593
1206  Creditscore           SektorEkonomi         0.136730
952   Pendapatan            MadeIn                0.136997
1738  InstallmentScheme     AssetCategoryId       0.137281
745   AssetCategory         InstallmentScheme     0.137283
19    PersonalType          Pendapatan            0.137348
245   CompanyCity           AutoApprovalFailed    0.137474
879   NTFIDR                DPPercentage          0.137529
1407  AutoApprovalFailed    InstallmentScheme     0.137661
243   CompanyCity           isoveride             0.138045
222   CompanyCity           Wayofpayment          0.138175
831   MainCoverage          DPPercentage          0.138469
369   Wayofpayment          NTFIDR                0.138798
1363  ProductOffering       jmltunggakanpokok     0.139929
992   Bidang_usaha          SupplierId            0.140200
43    PersonalType          jenispinjaman         0.141137
15    PersonalType          AssetCategory         0.141605
37    PersonalType          AssetCategoryId       0.141608
151   ResidenceCompanyCity  isoveride             0.142622
246   CompanyCity           DPPercentage          0.142914
1007  Bidang_usaha          FlagRO                0.143688
451   ProductType           MainCoverage          0.144123
154   ResidenceCompanyCity  DPPercentage          0.145724
2069  jenispinjaman         FlagRO                0.145757
1032  flagImpact            ProductOffering       0.145919
686   FirstInstallment      Autoapprovalresult    0.146171
329   Pendidikan            Bidang_usaha          0.146335
224   CompanyCity           ProductType           0.146402
1260  CreditScoreSchemeID   AssetCategoryId       0.146952
735   AssetCategory         CreditScoreSchemeID   0.146957
239   CompanyCity           CreditScoringResult   0.146959
233   CompanyCity           NTFIDR                0.147842
479   ProductType           jenispinjaman         0.148686
145   ResidenceCompanyCity  flagImpact            0.149497
330   Pendidikan            flagImpact            0.150716
331   Pendidikan            flagImpactHL          0.150911
227   CompanyCity           PurposeOfFinancingID  0.151164
134   ResidenceCompanyCity  GroupProductId        0.151190
941   Pendapatan            ProductOffering       0.151645
539   GroupProductId        applicationsource     0.151675
130   ResidenceCompanyCity  Wayofpayment          0.151988
292   Pekerjaan             AutoApprovalFailed    0.152534
1351  ProductOffering       SektorEkonomi         0.152677
241   CompanyCity           Creditscore           0.152863
18    PersonalType          NTFIDR                0.153840
147   ResidenceCompanyCity  CreditScoringResult   0.154213
1743  InstallmentScheme     flagbad               0.155415
169   ResidenceCompanyCity  FlagRO                0.155597
379   Wayofpayment          AutoApprovalFailed    0.155682
827   MainCoverage          CreditScoreSchemeID   0.156243
132   ResidenceCompanyCity  ProductType           0.156620
527   UsedNew               FlagRO                0.156694
149   ResidenceCompanyCity  Creditscore           0.157425
452   ProductType           NTFIDR                0.158636
1314  isoveride             jenispinjaman         0.159162
1502  SektorEkonomi         jmltunggakanhari      0.159878
146   ResidenceCompanyCity  flagImpactHL          0.160404
258   CompanyCity           jenispinjaman         0.160580
28    PersonalType          ProductOffering       0.160697
153   ResidenceCompanyCity  AutoApprovalFailed    0.161751
1125  CreditScoringResult   AssetCategoryId       0.162754
732   AssetCategory         CreditScoringResult   0.162784
1163  Autoapprovalresult    SektorEkonomi         0.164042
706   FirstInstallment      flagbad               0.164068
45    PersonalType          FlagRO                0.164228
1654  SupplierAssetStatus   FlagRO                0.164575
421   IsSyariah             AutoApprovalFailed    0.164621
1643  SupplierAssetStatus   CAMOSObligorExposure  0.165822
1073  flagImpactHL          ProductOffering       0.167116
497   UsedNew               AssetCategory         0.167487
519   UsedNew               AssetCategoryId       0.167491
1308  isoveride             AssetCategoryId       0.168410
736   AssetCategory         isoveride             0.168410
281   Pekerjaan             NTFIDR                0.168560
166   ResidenceCompanyCity  jenispinjaman         0.168782
1042  flagImpact            AssetCategoryId       0.169339
730   AssetCategory         flagImpact            0.169354
308   Pekerjaan             FlagRO                0.169573
3     PersonalType          ResidenceCompanyCity  0.169641
237   CompanyCity           flagImpact            0.169702
1083  flagImpactHL          AssetCategoryId       0.169706
731   AssetCategory         flagImpactHL          0.169721
164   ResidenceCompanyCity  Jenis_KPM             0.169875
1815  AssetCategoryId       FlagRO                0.170052
756   AssetCategory         FlagRO                0.170072
875   NTFIDR                CreditScoreSchemeID   0.171134
787   AssetUsage            AutoApprovalFailed    0.171784
727   AssetCategory         numofassetunit        0.172737
914   numofassetunit        AssetCategoryId       0.172737
658   applicationsource     Jenis_KPM             0.173307
21    PersonalType          flagImpact            0.174502
22    PersonalType          flagImpactHL          0.174539
228   CompanyCity           applicationsource     0.175025
602   PurposeOfFinancingID  AutoApprovalFailed    0.175260
293   Pekerjaan             DPPercentage          0.175551
1737  InstallmentScheme     AssetType             0.176773
255   CompanyCity           isKPM                 0.177532
391   Wayofpayment          Jenis_KPM             0.177617
1492  SektorEkonomi         SupplierName          0.179366
253   CompanyCity           FlagMerkPopular       0.180348
459   ProductType           Autoapprovalresult    0.180831
895   NTFIDR                FlagRO                0.181048
161   ResidenceCompanyCity  FlagMerkPopular       0.182026
995   Bidang_usaha          CAMOSObligorExposure  0.183001
238   CompanyCity           flagImpactHL          0.183078
1491  SektorEkonomi         SupplierId            0.185506
1694  CAMOSObligorExposure  MadeIn                0.186440
744   AssetCategory         CAMOSObligorExposure  0.186748
1692  CAMOSObligorExposure  AssetCategoryId       0.186749
269   Pekerjaan             Pendidikan            0.186850
90    MaritalStatus         HomeCompanyStatus     0.187369
362   Wayofpayment          GroupProductId        0.188667
141   ResidenceCompanyCity  NTFIDR                0.188847
136   ResidenceCompanyCity  applicationsource     0.189674
170   ResidenceCompanyCity  flagbad               0.190440
1602  SupplierName          jmltunggakanpokok     0.190712
521   UsedNew               MadeIn                0.190845
261   CompanyCity           flagbad               0.192121
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1211  Creditscore           InstallmentScheme     0.192978
1266  CreditScoreSchemeID   jenispinjaman         0.193853
1603  SupplierName          jenispinjaman         0.195557
1551  SupplierId            jmltunggakanpokok     0.195960
283   Pekerjaan             Bidang_usaha          0.197107
33    PersonalType          SupplierName          0.197431
1302  isoveride             SektorEkonomi         0.197656
1601  SupplierName          Jenis_KPM             0.197762
53    Gender                Pekerjaan             0.199579
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1552  SupplierId            jenispinjaman         0.201188
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1119  CreditScoringResult   SektorEkonomi         0.202033
2118  FlagNegCust           flagbad               0.202116
32    PersonalType          SupplierId            0.202739
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248   CompanyCity           SupplierName          0.207938
749   AssetCategory         MadeIn                0.210098
1808  AssetCategoryId       MadeIn                0.210101
698   FirstInstallment      InstallmentScheme     0.210387
163   ResidenceCompanyCity  isKPM                 0.210407
67    Gender                Bidang_usaha          0.210483
1451  DPPercentage          SupplierName          0.212315
284   Pekerjaan             flagImpact            0.212504
285   Pekerjaan             flagImpactHL          0.214104
247   CompanyCity           SupplierId            0.216926
1415  AutoApprovalFailed    jenispinjaman         0.218435
1450  DPPercentage          SupplierId            0.222635
458   ProductType           CreditScoringResult   0.222666
1595  SupplierName          InstallmentScheme     0.222767
1212  Creditscore           AssetCategoryId       0.223297
734   AssetCategory         Creditscore           0.223330
1037  flagImpact            SupplierName          0.224058
1605  SupplierName          FlagNegCust           0.224257
1554  SupplierId            FlagNegCust           0.224709
1364  ProductOffering       jenispinjaman         0.225043
837   MainCoverage          InstallmentScheme     0.225332
558   GroupProductId        SektorEkonomi         0.228160
1036  flagImpact            SupplierId            0.228710
383   Wayofpayment          SupplierName          0.228915
1544  SupplierId            InstallmentScheme     0.229457
139   ResidenceCompanyCity  AssetUsage            0.230147
883   NTFIDR                SupplierAssetStatus   0.233532
868   NTFIDR                Pendapatan            0.234140
1406  AutoApprovalFailed    CAMOSObligorExposure  0.234935
1300  isoveride             AutoApprovalFailed    0.236210
232   CompanyCity           MainCoverage          0.236839
1600  SupplierName          isKPM                 0.237856
699   FirstInstallment      AssetCategoryId       0.237958
678   FirstInstallment      AssetCategory         0.237962
382   Wayofpayment          SupplierId            0.238093
158   ResidenceCompanyCity  CAMOSObligorExposure  0.239520
1368  ProductOffering       flagbad               0.239819
1607  SupplierName          flagbad               0.240263
948   Pendapatan            CAMOSObligorExposure  0.240766
1549  SupplierId            isKPM                 0.241600
830   MainCoverage          AutoApprovalFailed    0.243721
231   CompanyCity           AssetUsage            0.245749
693   FirstInstallment      SektorEkonomi         0.246071
49    Gender                MaritalStatus         0.246660
645   applicationsource     ProductOffering       0.247507
1165  Autoapprovalresult    SupplierName          0.247583
464   ProductType           AutoApprovalFailed    0.247871
1556  SupplierId            flagbad               0.248159
473   ProductType           AssetCategoryId       0.249069
449   ProductType           AssetCategory         0.249071
1353  ProductOffering       SupplierName          0.250467
1405  AutoApprovalFailed    SupplierAssetStatus   0.250719
1164  Autoapprovalresult    SupplierId            0.253755
657   applicationsource     isKPM                 0.254432
448   ProductType           FirstInstallment      0.254570
1078  flagImpactHL          SupplierName          0.255945
1175  Autoapprovalresult    jenispinjaman         0.256082
1352  ProductOffering       SupplierId            0.256202
223   CompanyCity           IsSyariah             0.260087
1077  flagImpactHL          SupplierId            0.263699
390   Wayofpayment          isKPM                 0.264725
140   ResidenceCompanyCity  MainCoverage          0.266045
7     PersonalType          Pendidikan            0.269019
156   ResidenceCompanyCity  SupplierName          0.271788
888   NTFIDR                FlagMerkPopular       0.273718
1158  Autoapprovalresult    CreditScoreSchemeID   0.274615
1700  CAMOSObligorExposure  FlagRO                0.276793
1367  ProductOffering       FlagRO                0.277689
425   IsSyariah             SupplierName          0.282730
131   ResidenceCompanyCity  IsSyariah             0.282842
155   ResidenceCompanyCity  SupplierId            0.284050
250   CompanyCity           CAMOSObligorExposure  0.285009
691   FirstInstallment      AutoApprovalFailed    0.285372
378   Wayofpayment          ProductOffering       0.285765
1418  AutoApprovalFailed    FlagRO                0.286012
474   ProductType           FlagMerkPopular       0.286143
1410  AutoApprovalFailed    FlagMerkPopular       0.287007
946   Pendapatan            SupplierName          0.287367
469   ProductType           SupplierAssetStatus   0.287885
945   Pendapatan            SupplierId            0.289538
229   CompanyCity           FirstInstallment      0.291786
884   NTFIDR                CAMOSObligorExposure  0.292382
1606  SupplierName          FlagRO                0.295022
424   IsSyariah             SupplierId            0.295791
1404  AutoApprovalFailed    SupplierName          0.296139
1555  SupplierId            FlagRO                0.298072
1360  ProductOffering       MadeIn                0.302754
1403  AutoApprovalFailed    SupplierId            0.303180
1255  CreditScoreSchemeID   SupplierName          0.306843
1304  isoveride             SupplierName          0.307449
1355  ProductOffering       CAMOSObligorExposure  0.308837
137   ResidenceCompanyCity  FirstInstallment      0.309744
560   GroupProductId        SupplierName          0.314228
199   HomeCompanyStatus     AutoApprovalFailed    0.314441
559   GroupProductId        SupplierId            0.315114
1303  isoveride             SupplierId            0.316156
1254  CreditScoreSchemeID   SupplierId            0.317512
1121  CreditScoringResult   SupplierName          0.319059
1202  Creditscore           isoveride             0.320186
909   numofassetunit        SektorEkonomi         0.324425
1120  CreditScoringResult   SupplierId            0.329077
725   AssetCategory         MainCoverage          0.341047
839   MainCoverage          AssetCategoryId       0.341057
650   applicationsource     SupplierName          0.352146
1130  CreditScoringResult   jenispinjaman         0.354382
1251  CreditScoreSchemeID   AutoApprovalFailed    0.355869
1115  CreditScoringResult   CreditScoreSchemeID   0.359811
444   ProductType           UsedNew               0.360826
649   applicationsource     SupplierId            0.366539
1249  CreditScoreSchemeID   isoveride             0.380158
461   ProductType           CreditScoreSchemeID   0.385404
1349  ProductOffering       AutoApprovalFailed    0.386722
688   FirstInstallment      CreditScoreSchemeID   0.401168
877   NTFIDR                ProductOffering       0.405594
878   NTFIDR                AutoApprovalFailed    0.407773
915   numofassetunit        MadeIn                0.408239
1159  Autoapprovalresult    isoveride             0.409169
1401  AutoApprovalFailed    DPPercentage          0.409457
511   UsedNew               AutoApprovalFailed    0.417912
695   FirstInstallment      SupplierName          0.420950
605   PurposeOfFinancingID  SupplierName          0.421966
462   ProductType           isoveride             0.424935
1116  CreditScoringResult   isoveride             0.425303
694   FirstInstallment      SupplierId            0.431353
1208  Creditscore           SupplierName          0.431842
604   PurposeOfFinancingID  SupplierId            0.432605
1207  Creditscore           SupplierId            0.444994
742   AssetCategory         SupplierName          0.447485
1597  SupplierName          AssetCategoryId       0.447486
741   AssetCategory         SupplierId            0.453873
1546  SupplierId            AssetCategoryId       0.453874
838   MainCoverage          AssetType             0.455647
737   AssetCategory         ProductOffering       0.461776
1358  ProductOffering       AssetCategoryId       0.461776
610   PurposeOfFinancingID  FlagMerkPopular       0.469964
545   GroupProductId        numofassetunit        0.471394
1218  Creditscore           jenispinjaman         0.471498
450   ProductType           AssetUsage            0.475956
1594  SupplierName          CAMOSObligorExposure  0.478415
1857  FlagMerkPopular       MadeIn                0.480379
1543  SupplierId            CAMOSObligorExposure  0.480433
791   AssetUsage            SupplierName          0.485809
1160  Autoapprovalresult    ProductOffering       0.486364
1350  ProductOffering       DPPercentage          0.492057
790   AssetUsage            SupplierId            0.492453
468   ProductType           SupplierName          0.499100
467   ProductType           SupplierId            0.503101
20    PersonalType          Bidang_usaha          0.507554
834   MainCoverage          SupplierName          0.512741
590   PurposeOfFinancingID  AssetUsage            0.520606
833   MainCoverage          SupplierId            0.521484
1299  isoveride             ProductOffering       0.529895
887   NTFIDR                AssetCategoryId       0.538495
726   AssetCategory         NTFIDR                0.538503
1114  CreditScoringResult   Creditscore           0.543681
796   AssetUsage            FlagMerkPopular       0.546157
460   ProductType           Creditscore           0.547717
981   Bidang_usaha          flagImpact            0.548762
982   Bidang_usaha          flagImpactHL          0.549239
1157  Autoapprovalresult    Creditscore           0.561009
1161  Autoapprovalresult    AutoApprovalFailed    0.582221
889   NTFIDR                MadeIn                0.596401
589   PurposeOfFinancingID  AssetCategory         0.600105
609   PurposeOfFinancingID  AssetCategoryId       0.600106
1201  Creditscore           CreditScoreSchemeID   0.602001
1354  ProductOffering       SupplierAssetStatus   0.614986
829   MainCoverage          ProductOffering       0.616052
1598  SupplierName          FlagMerkPopular       0.630039
445   ProductType           GroupProductId        0.632876
1547  SupplierId            FlagMerkPopular       0.634445
1117  CreditScoringResult   ProductOffering       0.657989
569   GroupProductId        Jenis_KPM             0.658983
127   ResidenceCompanyCity  CompanyCity           0.659491
446   ProductType           PurposeOfFinancingID  0.659626
748   AssetCategory         FlagMerkPopular       0.670148
1807  AssetCategoryId       FlagMerkPopular       0.670149
1204  Creditscore           AutoApprovalFailed    0.679473
882   NTFIDR                SupplierName          0.682062
881   NTFIDR                SupplierId            0.684469
1359  ProductOffering       FlagMerkPopular       0.713204
1362  ProductOffering       Jenis_KPM             0.715849
911   numofassetunit        SupplierName          0.749996
910   numofassetunit        SupplierId            0.749996
907   numofassetunit        ProductOffering       0.763759
516   UsedNew               SupplierAssetStatus   0.784129
6     PersonalType          Pekerjaan             0.791722
1118  CreditScoringResult   AutoApprovalFailed    0.812628
1356  ProductOffering       InstallmentScheme     0.873153
1599  SupplierName          MadeIn                0.874286
514   UsedNew               SupplierId            0.877460
515   UsedNew               SupplierName          0.878134
1548  SupplierId            MadeIn                0.878981
1203  Creditscore           ProductOffering       0.896970
786   AssetUsage            ProductOffering       0.898134
1250  CreditScoreSchemeID   ProductOffering       0.901405
795   AssetUsage            AssetCategoryId       0.907127
724   AssetCategory         AssetUsage            0.907127
463   ProductType           ProductOffering       0.930393
1949  isKPM                 Jenis_KPM             0.936702
1545  SupplierId            AssetType             0.952029
1596  SupplierName          AssetType             0.953038
1113  CreditScoringResult   Autoapprovalresult    0.981800
1593  SupplierName          SupplierAssetStatus   0.981849
601   PurposeOfFinancingID  ProductOffering       0.982492
407   IsSyariah             GroupProductId        0.986135
690   FirstInstallment      ProductOffering       0.989325
1542  SupplierId            SupplierAssetStatus   0.991354
568   GroupProductId        isKPM                 0.993548
555   GroupProductId        ProductOffering       0.996097
510   UsedNew               ProductOffering       0.996371
1361  ProductOffering       isKPM                 0.996624
1357  ProductOffering       AssetType             0.996680
405   IsSyariah             ProductType           0.999009
420   IsSyariah             ProductOffering       0.999015
1541  SupplierId            SupplierName          0.999023
1762  AssetType             AssetCategoryId       0.999941
746   AssetCategory         AssetType             0.999941
747   AssetCategory         AssetCategoryId       0.999989
1029  flagImpact            flagImpactHL          1.000000
In [101]:
num_cols = ['IsSyariah','NTFIDR','numofassetunit','Pendapatan','flagImpactHL'
,'Creditscore','DPPercentage','CAMOSObligorExposure','FlagMerkPopular','jmltunggakanpokok','jmltunggakanhari']

cat_cols=['PersonalType', 'Gender', 'MaritalStatus', 'ResidenceCompanyCity',
       'HomeCompanyStatus', 'CompanyCity', 'Pekerjaan', 'Pendidikan',
       'Wayofpayment', 'ProductType', 'UsedNew', 'GroupProductId',
       'PurposeOfFinancingID', 'applicationsource', 'FirstInstallment',
       'AssetCategory', 'AssetUsage', 'MainCoverage',
         'Bidang_usaha', 'flagImpact',
        'CreditScoringResult', 'Autoapprovalresult',
        'CreditScoreSchemeID', 'isoveride', 'ProductOffering',
       'AutoApprovalFailed',  'SektorEkonomi', 'SupplierId',
       'SupplierName', 'SupplierAssetStatus', 
       'InstallmentScheme', 'AssetType', 'AssetCategoryId', 
        'MadeIn', 'isKPM', 'Jenis_KPM',
        'jenispinjaman',  'FlagNegCust',
       'FlagRO']

for col in num_cols:
    sns.boxplot(y = df['flagbad'].astype('category'), x = col, data=df)
    plt.rcParams["figure.figsize"] = [8,8]
    plt.show()
In [102]:
for col in cat_cols:
    plt.subplots(figsize=(20,15))
    sns.barplot(x=col,y="flagbad",data=df)
    plt.show()
c:\users\predator\pycharmprojects\study\venv\lib\site-packages\matplotlib\backends\backend_agg.py:240: RuntimeWarning: Glyph 9 missing from current font.
  font.set_text(s, 0.0, flags=flags)
c:\users\predator\pycharmprojects\study\venv\lib\site-packages\matplotlib\backends\backend_agg.py:203: RuntimeWarning: Glyph 9 missing from current font.
  font.set_text(s, 0, flags=flags)
In [116]:
df_final=df.drop(['flagImpactHL',
'AssetType',
'AssetCategoryId',
'SupplierId',
'ProductOffering',
'IsSyariah',
'GroupProductId',
'SupplierName',
'Autoapprovalresult',
'Jenis_KPM',
'AssetCategory',
'CreditScoringResult',
'Pekerjaan',
'SupplierAssetStatus',
'PurposeOfFinancingID',
'CompanyCity',
'AssetCategoryName',
'numofassetunit'],axis=1)
In [121]:
df2=df_final.copy()
df2.dtypes
Out[121]:
PersonalType            object 
Gender                  object 
MaritalStatus           object 
ResidenceCompanyCity    object 
HomeCompanyStatus       object 
Pendidikan              object 
Wayofpayment            object 
ProductType             object 
UsedNew                 object 
applicationsource       object 
FirstInstallment        object 
AssetUsage              object 
MainCoverage            object 
NTFIDR                  float64
Pendapatan              float64
Bidang_usaha            object 
flagImpact              object 
Creditscore             float64
CreditScoreSchemeID     object 
isoveride               object 
AutoApprovalFailed      object 
DPPercentage            float64
SektorEkonomi           object 
CAMOSObligorExposure    float64
InstallmentScheme       object 
FlagMerkPopular         int64  
MadeIn                  object 
isKPM                   object 
jmltunggakanpokok       float64
jenispinjaman           object 
jmltunggakanhari        int64  
FlagNegCust             object 
FlagRO                  object 
flagbad                 int64  
dtype: object
In [ ]:
df_encoded=pd.get_dummies(df2, columns=['PersonalType', 'Gender', 'MaritalStatus', 'ResidenceCompanyCity',
       'HomeCompanyStatus', 'Pendidikan',
       'Wayofpayment', 'ProductType', 'UsedNew',
        'applicationsource', 'FirstInstallment',
        'AssetUsage', 'MainCoverage',
         'Bidang_usaha', 'flagImpact',
        'CreditScoreSchemeID', 'isoveride',
       'AutoApprovalFailed',  'SektorEkonomi',  
       'InstallmentScheme', 
        'MadeIn', 'isKPM',
        'jenispinjaman',  'FlagNegCust',
       'FlagRO'])
print(df_encoded.shape)
df_encoded.columns
In [151]:
df_test=df[['Gender',
'MaritalStatus',
'HomeCompanyStatus',
'CompanyCity',
'Pekerjaan',
'Pendidikan',              
'Wayofpayment',            
'UsedNew',                 
'GroupProductId',          
'applicationsource',       
'FirstInstallment',        
'AssetCategory',           
'AssetUsage',              
'MainCoverage',            
'NTFIDR',                  
'numofassetunit',          
'Pendapatan',              
'Bidang_usaha',            
'flagImpact',              
'isoveride',               
'AutoApprovalFailed',      
'ProductOffering',         
'DPPercentage',                                 
'SektorEkonomi',           
'SupplierId',              
'SupplierAssetStatus',     
'CAMOSObligorExposure',    
'InstallmentScheme',       
'AssetType',
'MadeIn',                  
'isKPM',                   
'jmltunggakanpokok',       
'jenispinjaman',           
'jmltunggakanhari',        
'FlagNegCust',             
'FlagRO',                  
'flagbad']]
df_encoded=pd.get_dummies(df_test, columns=[ 'Gender', 'MaritalStatus',
       'HomeCompanyStatus', 'CompanyCity', 'Pekerjaan', 'Pendidikan',
       'Wayofpayment', 'UsedNew', 'GroupProductId',
        'applicationsource', 'FirstInstallment',
       'AssetCategory', 'AssetUsage', 'MainCoverage',
         'Bidang_usaha', 'flagImpact',
        'CreditScoringResult', 'Autoapprovalresult',
        'CreditScoreSchemeID', 'isoveride', 'ProductOffering',
       'AutoApprovalFailed',  'SektorEkonomi', 'SupplierId',
       'SupplierName', 'SupplierAssetStatus', 
       'InstallmentScheme', 'AssetType', 'AssetCategoryId', 
        'MadeIn', 'isKPM', 'Jenis_KPM',
        'jenispinjaman',  'FlagNegCust',
       'FlagRO'])
print(df_encoded.shape)
df_encoded.columns
---------------------------------------------------------------------------
KeyError                                  Traceback (most recent call last)
<ipython-input-151-f68f5c70c742> in <module>
     36 'FlagRO',
     37 'flagbad']]
---> 38 df_encoded=pd.get_dummies(df_test, columns=['PersonalType', 'Gender', 'MaritalStatus', 'ResidenceCompanyCity',
     39        'HomeCompanyStatus', 'CompanyCity', 'Pekerjaan', 'Pendidikan',
     40        'Wayofpayment', 'ProductType', 'UsedNew', 'GroupProductId',

c:\users\predator\pycharmprojects\study\venv\lib\site-packages\pandas\core\reshape\reshape.py in get_dummies(data, prefix, prefix_sep, dummy_na, columns, sparse, drop_first, dtype)
    888             raise TypeError("Input must be a list-like for parameter `columns`")
    889         else:
--> 890             data_to_encode = data[columns]
    891 
    892         # validate prefixes and separator to avoid silently dropping cols

c:\users\predator\pycharmprojects\study\venv\lib\site-packages\pandas\core\frame.py in __getitem__(self, key)
   3459             if is_iterator(key):
   3460                 key = list(key)
-> 3461             indexer = self.loc._get_listlike_indexer(key, axis=1)[1]
   3462 
   3463         # take() does not accept boolean indexers

c:\users\predator\pycharmprojects\study\venv\lib\site-packages\pandas\core\indexing.py in _get_listlike_indexer(self, key, axis)
   1312             keyarr, indexer, new_indexer = ax._reindex_non_unique(keyarr)
   1313 
-> 1314         self._validate_read_indexer(keyarr, indexer, axis)
   1315 
   1316         if needs_i8_conversion(ax.dtype) or isinstance(

c:\users\predator\pycharmprojects\study\venv\lib\site-packages\pandas\core\indexing.py in _validate_read_indexer(self, key, indexer, axis)
   1375 
   1376             not_found = list(ensure_index(key)[missing_mask.nonzero()[0]].unique())
-> 1377             raise KeyError(f"{not_found} not in index")
   1378 
   1379 

KeyError: "['PersonalType', 'ResidenceCompanyCity', 'ProductType', 'PurposeOfFinancingID', 'CreditScoringResult', 'Autoapprovalresult', 'CreditScoreSchemeID', 'SupplierName', 'AssetCategoryId', 'Jenis_KPM'] not in index"
In [129]:
X=df_encoded.drop("flagbad",axis=1).copy()
Y=df_encoded["flagbad"].copy()
In [130]:
X_train, X_test, y_train, y_test= train_test_split(X, Y, random_state=0, stratify=Y,test_size=0.25)
In [131]:
lr = LogisticRegression(max_iter=4000,class_weight='balanced')
lr.fit(X_train,y_train)
train_accuracy=lr.score(X_train,y_train)
train_accuracy*100
---------------------------------------------------------------------------
MemoryError                               Traceback (most recent call last)
<ipython-input-131-acc9e0962453> in <module>
      1 lr = LogisticRegression(max_iter=4000,class_weight='balanced')
----> 2 lr.fit(X_train,y_train)
      3 train_accuracy=lr.score(X_train,y_train)
      4 train_accuracy*100

c:\users\predator\pycharmprojects\study\venv\lib\site-packages\sklearn\linear_model\_logistic.py in fit(self, X, y, sample_weight)
   1506             _dtype = [np.float64, np.float32]
   1507 
-> 1508         X, y = self._validate_data(
   1509             X,
   1510             y,

c:\users\predator\pycharmprojects\study\venv\lib\site-packages\sklearn\base.py in _validate_data(self, X, y, reset, validate_separately, **check_params)
    579                 y = check_array(y, **check_y_params)
    580             else:
--> 581                 X, y = check_X_y(X, y, **check_params)
    582             out = X, y
    583 

c:\users\predator\pycharmprojects\study\venv\lib\site-packages\sklearn\utils\validation.py in check_X_y(X, y, accept_sparse, accept_large_sparse, dtype, order, copy, force_all_finite, ensure_2d, allow_nd, multi_output, ensure_min_samples, ensure_min_features, y_numeric, estimator)
    962         raise ValueError("y cannot be None")
    963 
--> 964     X = check_array(
    965         X,
    966         accept_sparse=accept_sparse,

c:\users\predator\pycharmprojects\study\venv\lib\site-packages\sklearn\utils\validation.py in check_array(array, accept_sparse, accept_large_sparse, dtype, order, copy, force_all_finite, ensure_2d, allow_nd, ensure_min_samples, ensure_min_features, estimator)
    744                     array = array.astype(dtype, casting="unsafe", copy=False)
    745                 else:
--> 746                     array = np.asarray(array, order=order, dtype=dtype)
    747             except ComplexWarning as complex_warning:
    748                 raise ValueError(

c:\users\predator\pycharmprojects\study\venv\lib\site-packages\numpy\core\_asarray.py in asarray(a, dtype, order)
     81 
     82     """
---> 83     return array(a, dtype, copy=False, order=order)
     84 
     85 

c:\users\predator\pycharmprojects\study\venv\lib\site-packages\pandas\core\generic.py in __array__(self, dtype)
   1991 
   1992     def __array__(self, dtype: NpDtype | None = None) -> np.ndarray:
-> 1993         return np.asarray(self._values, dtype=dtype)
   1994 
   1995     def __array_wrap__(

c:\users\predator\pycharmprojects\study\venv\lib\site-packages\pandas\core\frame.py in _values(self)
    892         blocks = mgr.blocks
    893         if len(blocks) != 1:
--> 894             return self.values
    895 
    896         arr = blocks[0].values

c:\users\predator\pycharmprojects\study\venv\lib\site-packages\pandas\core\frame.py in values(self)
  10659         """
  10660         self._consolidate_inplace()
> 10661         return self._mgr.as_array(transpose=True)
  10662 
  10663     @deprecate_nonkeyword_arguments(version=None, allowed_args=["self"])

c:\users\predator\pycharmprojects\study\venv\lib\site-packages\pandas\core\internals\managers.py in as_array(self, transpose, dtype, copy, na_value)
   1464                     arr = arr.astype(dtype, copy=False)  # type: ignore[arg-type]
   1465         else:
-> 1466             arr = self._interleave(dtype=dtype, na_value=na_value)
   1467             # The underlying data was copied within _interleave
   1468             copy = False

c:\users\predator\pycharmprojects\study\venv\lib\site-packages\pandas\core\internals\managers.py in _interleave(self, dtype, na_value)
   1518                 # "Union[ExtensionDtype, str, dtype[Any], Type[object], None]"; expected
   1519                 # "Union[dtype[Any], ExtensionDtype, None]"
-> 1520                 arr = blk.get_values(dtype)  # type: ignore[arg-type]
   1521             result[rl.indexer] = arr
   1522             itemmask[rl.indexer] = 1

c:\users\predator\pycharmprojects\study\venv\lib\site-packages\pandas\core\internals\blocks.py in get_values(self, dtype)
    225         """
    226         if dtype == _dtype_obj:
--> 227             return self.values.astype(_dtype_obj)
    228         # error: Incompatible return value type (got "Union[ndarray, ExtensionArray]",
    229         # expected "ndarray")

MemoryError: Unable to allocate 6.60 GiB for an array with shape (7752, 114268) and data type object
In [126]:
test_accuracy=lr.score(X_test,y_test)
test_accuracy*100
Out[126]:
24.88842215804673
In [127]:
pred_lr=lr.predict(X_test)
prob_lr=lr.predict_proba(X_test)[:,1]
print('roc_auc :',roc_auc_score(y_test,prob_lr))
fpr_lr,tpr_lr,_lr=roc_curve(y_test,prob_lr)
plt.plot(fpr_lr,tpr_lr)
plt.ylabel('True Positive Rate')
plt.xlabel('False Positive Rate')
plt.show()
plot_confusion_matrix(lr,X_train,y_train)
plt.show()
plot_confusion_matrix(lr,X_test,y_test)
plt.show()
print(classification_report(y_test,pred_lr))
roc_auc : 0.5537550258268729
c:\users\predator\pycharmprojects\study\venv\lib\site-packages\sklearn\utils\deprecation.py:87: FutureWarning: Function plot_confusion_matrix is deprecated; Function `plot_confusion_matrix` is deprecated in 1.0 and will be removed in 1.2. Use one of the class methods: ConfusionMatrixDisplay.from_predictions or ConfusionMatrixDisplay.from_estimator.
  warnings.warn(msg, category=FutureWarning)
c:\users\predator\pycharmprojects\study\venv\lib\site-packages\sklearn\utils\deprecation.py:87: FutureWarning: Function plot_confusion_matrix is deprecated; Function `plot_confusion_matrix` is deprecated in 1.0 and will be removed in 1.2. Use one of the class methods: ConfusionMatrixDisplay.from_predictions or ConfusionMatrixDisplay.from_estimator.
  warnings.warn(msg, category=FutureWarning)
              precision    recall  f1-score   support

           0       0.92      0.18      0.30     34129
           1       0.11      0.88      0.20      3961

    accuracy                           0.25     38090
   macro avg       0.52      0.53      0.25     38090
weighted avg       0.84      0.25      0.29     38090

In [ ]:
k=10
mean_acc_train=np.zeros((k-1))
mean_acc_test=np.zeros((k-1))
std_acc=np.zeros((k-1))
for i in range(1,k):
    neigh=KNeighborsClassifier(n_neighbors=i)
    neigh.fit(X_train,y_train)
    r2train=neigh.score(X_train,y_train)
    r2test=neigh.score(X_test,y_test)
    pred=neigh.predict(X_test)
    mean_acc_train[i-1]=r2train
    mean_acc_test[i-1]=r2test
    std_acc[i-1]=np.std(pred==y_test)/np.sqrt(pred.shape[0])
k_ke=np.array(*[range(1,50)])
mean_acc_train
mean_acc_test
std_acc
pd.DataFrame({'k_ke':k_ke,'train':mean_acc_train,'test':mean_acc_test,'std':std_acc})
In [9]:
clf_xgb=xgb.XGBClassifier(seed=0)
clf_xgb.fit(X_train,y_train)
plot_confusion_matrix(clf_xgb,X_train,y_train)
clf_xgb.score(X_train,y_train)*100
c:\users\predator\pycharmprojects\study\venv\lib\site-packages\xgboost\sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].
  warnings.warn(label_encoder_deprecation_msg, UserWarning)
[16:14:06] WARNING: C:/Users/Administrator/workspace/xgboost-win64_release_1.4.0/src/learner.cc:1095: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.
c:\users\predator\pycharmprojects\study\venv\lib\site-packages\sklearn\utils\deprecation.py:87: FutureWarning: Function plot_confusion_matrix is deprecated; Function `plot_confusion_matrix` is deprecated in 1.0 and will be removed in 1.2. Use one of the class methods: ConfusionMatrixDisplay.from_predictions or ConfusionMatrixDisplay.from_estimator.
  warnings.warn(msg, category=FutureWarning)
Out[9]:
86.41987292622662
In [10]:
plot_confusion_matrix(clf_xgb,X_test,y_test)
clf_xgb.score(X_test,y_test)*100
c:\users\predator\pycharmprojects\study\venv\lib\site-packages\sklearn\utils\deprecation.py:87: FutureWarning: Function plot_confusion_matrix is deprecated; Function `plot_confusion_matrix` is deprecated in 1.0 and will be removed in 1.2. Use one of the class methods: ConfusionMatrixDisplay.from_predictions or ConfusionMatrixDisplay.from_estimator.
  warnings.warn(msg, category=FutureWarning)
Out[10]:
84.96849684968497
In [11]:
pred=clf_xgb.predict(X_test)
print(classification_report(y_test,pred))
              precision    recall  f1-score   support

           0       0.86      0.98      0.92     31652
           1       0.64      0.17      0.26      6122

    accuracy                           0.85     37774
   macro avg       0.75      0.57      0.59     37774
weighted avg       0.82      0.85      0.81     37774

In [ ]:
clf_svm=svm.SVC(kernel='rbf',probability=True)
clf_svm.fit(X_train,y_train)
print(clf_svm.score(X_train,y_train)*100)
plot_confusion_matrix(clf_svm,X_train,y_train)
plt.show()
print(clf_svm.score(X_test,y_test)*100)
plot_confusion_matrix(clf_svm,X_test,y_test)
plt.show()
yhat=clf_svm.predict(X_test)
print(classification_report(y_test,yhat))
83.79809389339923
c:\users\predator\pycharmprojects\study\venv\lib\site-packages\sklearn\utils\deprecation.py:87: FutureWarning: Function plot_confusion_matrix is deprecated; Function `plot_confusion_matrix` is deprecated in 1.0 and will be removed in 1.2. Use one of the class methods: ConfusionMatrixDisplay.from_predictions or ConfusionMatrixDisplay.from_estimator.
  warnings.warn(msg, category=FutureWarning)
In [ ]: